The 3rd International Workshop on Causality, Agents and Large Models (CALM-26)
Yazan MUALLA via clean-list <[email protected]> Wed, 17 Dec 2025 13:59:47 +0000
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Please, accept our apologies in case of multiple copies of this CFP.
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The 3rd International Workshop on Causality, Agents and Large Models (CALM-=
26)
https://eur01.safelinks.protection.outlook.com/?url=3Dhttps%3A%2F%2Fwww.cia=
d-lab.fr%2Fcalm-26%2F&data=3D05%7C02%7Cclean-list%40science.ru.nl%7C9e0940c=
25ceb4738c99908de3d748d44%7C084578d9400d4a5aa7c7e76ca47af400%7C1%7C0%7C6390=
15768150373479%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAu=
MDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C60000%7C%7C%7C&s=
data=3DEDg1vXkKJdzVCDSwixABjZMefsN0MHF0DtKMryzRpKw%3D&reserved=3D0
In conjunction with The 17th International Conference on Ambient Systems, =
Networks and Technologies
https://eur01.safelinks.protection.outlook.com/?url=3Dhttps%3A%2F%2Fcs-conf=
erences.acadiau.ca%2Fant-26%2F&data=3D05%7C02%7Cclean-list%40science.ru.nl%=
7C9e0940c25ceb4738c99908de3d748d44%7C084578d9400d4a5aa7c7e76ca47af400%7C1%7=
C0%7C639015768154929504%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlY=
iOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C60000%7=
C%7C%7C&sdata=3Dpxm3o2tmh778PFNwybQkcCfCeeqFm%2Bfv6Uakq7OrfgI%3D&reserved=
=3D0
April 14-16, 2026, Istanbul, T=FCrkiye.
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Description:
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D
Causality, Agents and Large Models (CALM) represents three rapidly-growing =
fields within artificial intelligence research.
This workshop aims to establish methodological integration between these di=
sciplines by investigating how causal reasoning, agentic AI, and explainabl=
e AI (XAI) techniques can enhance transparency, decision-making, and adapta=
tion in multi-agent systems (MAS).
Agentic AI, which emphasizes autonomous goal-driven behavior and self-refle=
ctive reasoning in AI systems, introduces new paradigms for control, coordi=
nation, and accountability in intelligent agents.
The workshop will provide a forum for researchers to discuss theoretical fo=
undations, practical applications, and future directions at the intersectio=
n of causal AI, agentic AI, XAI, Large Language Models (LLM), and MAS.
CALM Workshop goals:
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D
_Explore the role of causal reasoning and agentic AI in enhancing decision-=
making, coordination, and adaptation in multi-agent systems.
_Discuss technical challenges and opportunities for integrating causal AI, =
agentic AI techniques, and LLM into MAS frameworks.
_Develop methodologies and metrics to evaluate the explainability and auton=
omy of causal reasoning in agents and large models.
_Foster interdisciplinary collaboration between researchers in causal reaso=
ning, XAI, agentic AI, LLM, and MAS.
_Examine how explanations support user trust, cognitive ergonomics, and eff=
ective human-agent collaboration.
_Identify promising directions for future research and development in this =
rapidly advancing research domain.
Topics:
=3D=3D=3D=3D=3D=3D=3D
The main topics of the CALM-25 workshop are (but not restricted to):
_Theoretical foundations of causal reasoning in Multi-Agent Systems (MAS)
_Causal reasoning capabilities in Large Models (e.g., Large Language Models=
, LLMs)
_Theoretical and practical Agentic-AI for autonomous and reflective agents
_Explainable AI (XAI) with active inference techniques
_Integration of causal and agentic reasoning for adaptive multi-agent coord=
ination
_Applications of XAI techniques in agent-based modeling and simulation
_Human-centered evaluation of causal explanations in MAS, LLMs, and agentic=
systems
_Causal inference in complex and dynamic multi-agent environments
_Mechanistic Interpretability of Causality in Large Language Models
_LLMs for coordination, cooperation, and communication among agents
_Challenges and opportunities for incorporating XAI and agentic principles =
into MAS frameworks
_Case studies and empirical evaluations of XAI approaches in agents
_Generative AI as preprocessing for MAS
_Exploring causality with deep generative models
_Digital twins and simulators for interpretable synthetic data generation
_Graph neural network causal learning
_Interpretable and ergonomically-grounded root cause analysis methods for a=
gent decision-making
_Logic and argumentation-based approaches to causal reasoning
_Ethical and Responsible XAI and Agentic AI in LLM
_Human Factors in XAI and Agentic AI
_Adaptive and Personalized Explanations (Context-aware, and Human-centric)
_Multi-modal explanations and Cross-cultural ergonomics
_Ergonomic evaluation of explanation modalities (visual, textual, interacti=
ve)
_Explainability in human-agent teaming: Ergonomic principles for effective =
collaboration in mixed teams (humans + AI agents)
Submission guidelines:
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Submitted papers must be no longer than 6 pages including all figures, tabl=
es and references.
The submitted paper must be formatted according to the Guidelines of Proced=
ia Computer Science, Elsevier.
Authors are required to write **The 3rd International Workshop on Causality=
, Agents and Large Models (CALM-26)** in the title section of the template,=
and not the name of the main conference.
Kindly refer to the Template in the CALM-26 website.
Submissions will be reviewed by 2-3 members of the program committee, who a=
re experts in the field.
The acceptance of the submitted papers will be based on scientific rigor, m=
ethodological soundness, contribution to causality and explainability in ag=
ents and large models, and originality.
Authors are requested to submit their papers electronically as PDF files vi=
a the EasyChair submission page:
https://eur01.safelinks.protection.outlook.com/?url=3Dhttps%3A%2F%2Feasycha=
ir.org%2Fmy2%2Fconference%3Fconf%3Dcalm26&data=3D05%7C02%7Cclean-list%40sci=
ence.ru.nl%7C9e0940c25ceb4738c99908de3d748d44%7C084578d9400d4a5aa7c7e76ca47=
af400%7C1%7C0%7C639015768154941553%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGki=
OnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3=
D%7C60000%7C%7C%7C&sdata=3DwYv1bOUJ8EcJCg66ZptcOluS5pGwAWwrYocVAdGDVOA%3D&r=
eserved=3D0
Proceedings
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All accepted papers will be scheduled for oral presentations.
At least one author of each accepted paper is required to register and atte=
nd the conference to present the work.
All accepted and registered papers will be published by Elsevier Science in=
the open-access Procedia Computer Science series on-line.
Procedia Computer Science is hosted by Elsevier and on Elsevier content pla=
tform ScienceDirect, and will be freely available worldwide.
All papers in Procedia will be indexed by Scopus and by Thomson Reuters=92 =
Conference Proceeding Citation Index, Scopus and Engineering Village (This =
includes EI Compendex),and DBLP.
The papers will contain linked references, XML versions and citable DOI num=
bers.
Chairs:
=3D=3D=3D=3D=3D=3D=3D
-Dr. Yazan Mualla, Associate Professor, CIAD, University of Technology of B=
elfort-Montbeliard, France
yazan.mualla[at]utbm.fr
https://eur01.safelinks.protection.outlook.com/?url=3Dhttps%3A%2F%2Fwww.cia=
d-lab.fr%2Fyazan_mualla&data=3D05%7C02%7Cclean-list%40science.ru.nl%7C9e094=
0c25ceb4738c99908de3d748d44%7C084578d9400d4a5aa7c7e76ca47af400%7C1%7C0%7C63=
9015768154952688%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLj=
AuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C60000%7C%7C%7C=
&sdata=3DTRtt5bnvbdGTYhWNPxDSdc%2FKk6rhrKlQIjt5oidjSSc%3D&reserved=3D0
-Dr. Hui Zhao, Assistant Professor, (Tongji University, China).
huizhao[at]tongji.edu.cn
-Dr. Amro Najjar, Assistant Professor, (Luxembourg Institute of Science and=
Technology, Luxembourg).
amro.najjar[at]list.lu
-Dr. Syrine Haddad, PostDoc researcher, CIAD, University of Technology of B=
elfort-Montbeliard, France
syrine.haddad[at]utbm.fr
Advisory Board:
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D
-Prof. Dr. St=E9phane Galland, Full professor, CIAD, University of Technolo=
gy of Belfort-Montbeliard, France
stephane.galland[at]utbm.fr
https://eur01.safelinks.protection.outlook.com/?url=3Dhttps%3A%2F%2Fwww.cia=
d-lab.fr%2Fstephane_galland%2F&data=3D05%7C02%7Cclean-list%40science.ru.nl%=
7C9e0940c25ceb4738c99908de3d748d44%7C084578d9400d4a5aa7c7e76ca47af400%7C1%7=
C0%7C639015768154963677%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlY=
iOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C60000%7=
C%7C%7C&sdata=3Db1obLoYK2OGWa9xGbSak3U9NhqLoRiOLpMhIBzkgKPE%3D&reserved=3D0
-Prof. Dr. Abdeljalil Abbas-Turki, Full professor, CIAD, University of Tech=
nology of Belfort-Montbeliard, France
abdeljalil.abbas-turki[at]utbm.fr
https://eur01.safelinks.protection.outlook.com/?url=3Dhttps%3A%2F%2Fwww.cia=
d-lab.fr%2Fabdeljalil_abbas-turki%2F&data=3D05%7C02%7Cclean-list%40science.=
ru.nl%7C9e0940c25ceb4738c99908de3d748d44%7C084578d9400d4a5aa7c7e76ca47af400=
%7C1%7C0%7C639015768154974604%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRyd=
WUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C6=
0000%7C%7C%7C&sdata=3Dx3UArrsA50iDxWiGcmO0k4%2FDWg0XeAjTXLFExeZTe3g%3D&rese=
rved=3D0
Important Dates
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D
Submission deadline: December 27th (extended), 2025
Notification: January 20th, 2026
Final date for camera-ready: January 28th, 2026
Workshop: April 14-16, 2026
All deadlines are at the end of the day specified, anywhere on Earth (UTC-1=
2).
Previous proceedings:
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CALM-24 (Springer)
https://eur01.safelinks.protection.outlook.com/?url=3Dhttps%3A%2F%2Flink.sp=
ringer.com%2Fbook%2F10.1007%2F978-3-031-89103-8&data=3D05%7C02%7Cclean-list=
%40science.ru.nl%7C9e0940c25ceb4738c99908de3d748d44%7C084578d9400d4a5aa7c7e=
76ca47af400%7C1%7C0%7C639015768154985732%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU=
1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyf=
Q%3D%3D%7C60000%7C%7C%7C&sdata=3DiCFPsdJijSqpQT6aKH9a4lKzpRp%2FEjOxvBYHctq9=
T7Y%3D&reserved=3D0
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Please, accept our apologies in case of multiple copies of this CFP.</div>
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Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
The 3rd International Workshop on Causality, Agents and Large Models (CALM-=
26)</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
https://www.ciad-lab.fr/calm-26/</div>
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Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
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<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
In conjunction with The 17th International Conference on Ambient Syst=
ems, Networks and Technologies</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
https://cs-conferences.acadiau.ca/ant-26/</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
April 14-16, 2026, Istanbul, T=FCrkiye.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
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Description:</div>
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s=3D"elementToProof">
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Causality, Agents and Large Models (CALM) represents three rapidly-growing =
fields within artificial intelligence research.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
This workshop aims to establish methodological integration between these di=
sciplines by investigating how causal reasoning, agentic AI, and explainabl=
e AI (XAI) techniques can enhance transparency, decision-making, and adapta=
tion in multi-agent systems (MAS).</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Agentic AI, which emphasizes autonomous goal-driven behavior and self-refle=
ctive reasoning in AI systems, introduces new paradigms for control, coordi=
nation, and accountability in intelligent agents.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
The workshop will provide a forum for researchers to discuss theoretical fo=
undations, practical applications, and future directions at the intersectio=
n of causal AI, agentic AI, XAI, Large Language Models (LLM), and MAS.</div=
>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
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Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
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CALM Workshop goals:</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
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=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Explore the role of causal reasoning and agentic AI in enhancing decision-=
making, coordination, and adaptation in multi-agent systems.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Discuss technical challenges and opportunities for integrating causal AI, =
agentic AI techniques, and LLM into MAS frameworks.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Develop methodologies and metrics to evaluate the explainability and auton=
omy of causal reasoning in agents and large models.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Foster interdisciplinary collaboration between researchers in causal reaso=
ning, XAI, agentic AI, LLM, and MAS.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Examine how explanations support user trust, cognitive ergonomics, and eff=
ective human-agent collaboration.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Identify promising directions for future research and development in this =
rapidly advancing research domain.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
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Topics:</div>
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The main topics of the CALM-25 workshop are (but not restricted to):</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Theoretical foundations of causal reasoning in Multi-Agent Systems (MAS)</=
div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Causal reasoning capabilities in Large Models (e.g., Large Language Models=
, LLMs)</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Theoretical and practical Agentic-AI for autonomous and reflective agents<=
/div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Explainable AI (XAI) with active inference techniques</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Integration of causal and agentic reasoning for adaptive multi-agent coord=
ination</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Applications of XAI techniques in agent-based modeling and simulation</div=
>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Human-centered evaluation of causal explanations in MAS, LLMs, and agentic=
systems</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Causal inference in complex and dynamic multi-agent environments</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Mechanistic Interpretability of Causality in Large Language Models</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_LLMs for coordination, cooperation, and communication among agents</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Challenges and opportunities for incorporating XAI and agentic principles =
into MAS frameworks</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Case studies and empirical evaluations of XAI approaches in agents</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Generative AI as preprocessing for MAS</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Exploring causality with deep generative models</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Digital twins and simulators for interpretable synthetic data generation</=
div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Graph neural network causal learning</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Interpretable and ergonomically-grounded root cause analysis methods for a=
gent decision-making</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Logic and argumentation-based approaches to causal reasoning</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Ethical and Responsible XAI and Agentic AI in LLM</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Human Factors in XAI and Agentic AI</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Adaptive and Personalized Explanations (Context-aware, and Human-centric)<=
/div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Multi-modal explanations and Cross-cultural ergonomics</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Ergonomic evaluation of explanation modalities (visual, textual, interacti=
ve)</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
_Explainability in human-agent teaming: Ergonomic principles for effective =
collaboration in mixed teams (humans + AI agents)</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Submission guidelines:</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Submitted papers must be no longer than 6 pages including all figures, tabl=
es and references.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
The submitted paper must be formatted according to the Guidelines of Proced=
ia Computer Science, Elsevier.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Authors are required to write **The 3rd International Workshop on Causality=
, Agents and Large Models (CALM-26)** in the title section of the template,=
and not the name of the main conference.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Kindly refer to the Template in the CALM-26 website.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Submissions will be reviewed by 2-3 members of the program committee, who a=
re experts in the field.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
The acceptance of the submitted papers will be based on scientific rigor, m=
ethodological soundness, contribution to causality and explainability in ag=
ents and large models, and originality.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Authors are requested to submit their papers electronically as PDF files vi=
a the EasyChair submission page:</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
https://easychair.org/my2/conference?conf=3Dcalm26</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Proceedings</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
All accepted papers will be scheduled for oral presentations.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
At least one author of each accepted paper is required to register and atte=
nd the conference to present the work.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
All accepted and registered papers will be published by Elsevier Science in=
the open-access Procedia Computer Science series on-line.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Procedia Computer Science is hosted by Elsevier and on Elsevier content pla=
tform ScienceDirect, and will be freely available worldwide.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
All papers in Procedia will be indexed by Scopus and by Thomson Reuters=92 =
Conference Proceeding Citation Index, Scopus and Engineering Village (This =
includes EI Compendex),and DBLP.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
The papers will contain linked references, XML versions and citable DOI num=
bers.</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Chairs:</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
=3D=3D=3D=3D=3D=3D=3D</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
-Dr. Yazan Mualla, Associate Professor, CIAD, University of Technology of B=
elfort-Montbeliard, France</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
yazan.mualla[at]utbm.fr</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
https://www.ciad-lab.fr/yazan_mualla</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
-Dr. Hui Zhao, Assistant Professor, (Tongji University, China).</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
huizhao[at]tongji.edu.cn</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
-Dr. Amro Najjar, Assistant Professor, (Luxembourg Institute of Science and=
Technology, Luxembourg).</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
amro.najjar[at]list.lu</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
-Dr. Syrine Haddad, PostDoc researcher, CIAD, University of Technology of B=
elfort-Montbeliard, France</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
syrine.haddad[at]utbm.fr</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Advisory Board:</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
-Prof. Dr. St=E9phane Galland, Full professor, CIAD, University of Technolo=
gy of Belfort-Montbeliard, France</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
stephane.galland[at]utbm.fr</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
https://www.ciad-lab.fr/stephane_galland/</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
-Prof. Dr. Abdeljalil Abbas-Turki, Full professor, CIAD, University of Tech=
nology of Belfort-Montbeliard, France</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
abdeljalil.abbas-turki[at]utbm.fr</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
https://www.ciad-lab.fr/abdeljalil_abbas-turki/</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Important Dates</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Submission deadline: December 27th (extended), 2025</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Notification: January 20th, 2026</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Final date for camera-ready: January 28th, 2026</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Workshop: April 14-16, 2026</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
All deadlines are at the end of the day specified, anywhere on Earth (UTC-1=
2).</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
<br>
</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
Previous proceedings:</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" clas=
s=3D"elementToProof">
CALM-24 (Springer)</div>
<div style=3D"font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, =
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