Exclusive Sponsor & Co-Organizer

How Can We Trust and Control Agentic AI? Toward Alignment, Robustness, and Verifiability in Autonomous LLM Agents

January 27, 2026
Expo, Singapore

About the Workshop

Agentic AI marks a new frontier for artificial intelligence: systems that move beyond static prediction to autonomous reasoning, tool use, and sustained collaboration with humans and society. These agents hold the potential to transform healthcare, education, robotics, and enterprise automation. Realizing this promise requires not only technical advances, but also ensuring that such systems remain aligned with human values, resilient under real-world complexity, and verifiable in ways that inspire lasting trust and effective control.

The AAAI 2026 Workshop on Trust and Control in Agentic AI convenes leading voices from research, industry, and policy to shape this agenda. We invite contributions that advance the principles and practice of alignment, robustness, and verifiability in agentic systems, spanning core algorithms, evaluation methods, institutional frameworks, and governance. By fostering cross-disciplinary dialogue and catalyzing new collaborations, the workshop aims to chart pathways for deploying agentic AI responsibly and at scale, ensuring that its benefits are realized broadly and equitably.

Program Schedule

9:00 - 9:30
Keynote 1: Reasoning in Multimodal GUI Agents: An Exploration-Driven Perspective
Chi Zhang
Westlake University
9:30 - 10:00
Keynote 2: On the Safety Issues of Frontier Large Models
Minlie Huang
Tsinghua University
10:00 - 10:15
Oral 1: PSM: Prompt Sensitivity Minimization via LLM-Guided Black-Box Optimization
Hussein Jawad, Nicolas J-B.Brunel
10:15 - 10:30
Oral 2: Lightweight and Faithful Visual Condition Checking in Behavior Trees via Expert-Regularized Reinforcement Learning
Hyosik Moon, Eldan Cohen
10:30 - 10:45
Oral 3: PrivAgentFlow: Agentic Workflow for Distributed Privacy Control in Web Agents
Tianyi Ma, Tianyi Tang, Yueming Lyu, Haiyan Yin, Yew-Soon Ong, Ivor Tsang
10:45 - 11:15
Keynote 3: Alignment, Verification, and Interpretability in Multi-Agent Systems
Stefano V. Albrecht
Nanyang Technological University
11:15 - 12:00
NVIDIA Session: NIM Workshop & Agentic Research Sharing
Timothy Liu
NVIDIA AI Technology Centre
12:00 - 13:00
Lunch Break
13:00 - 13:30
Keynote 4: Predicting Performance of Symbolic and Prompt Programs with Examples
Yewen (Evan) Pu
Nanyang Technological University
13:30 - 14:00
Keynote 5: Agentic Data and Knowledge Ecosystem for Healthcare
Carl Yang
Emory University
14:00 - 14:30
Keynote 6: Architecting Trustworthy Agents: A Multi-Layered Defense from Alignment to Isolation
Kaifa Zhao
Tencent Cloud
14:30 - 14:45
Oral 4: TrustRAG: Enhancing Robustness and Trustworthiness in Retrieval-Augmented Generation
Huichi Zhou, KinHei Lee, Zhonghao Zhan, Zhenhao Li, Yue Chen, Huaxiu Yao, Hamed Haddadi, Emine Yilmaz
14:45 - 15:00
Oral 5: Federated Agent Reinforcement Learning
Canyu Chen, Kangyu Zhu, Zhaorun Chen, Zhanhui Zhou, Shizhe Diao, Yiping Lu, Tian Li, Manling Li, Dawn Song
15:00 - 15:15
Oral 6: Mind the Gap to Trustworthy LLM Agents: A Systematic Evaluation on Constraint Satisfaction for Real-World Travel Planning
Bo-Wen Zhang, Jin Ye, Jie-Jing Shao, Yu-Feng Li, Lan-Zhe Guo
15:15 - 15:30
Award Ceremony: (Best Paper Award; Best Student Paper Award & Best Application Paper Award)
15:30 - 17:30
Poster Session

All times are in Singapore Time (SGT)

Call for Papers

We invite submissions on advancing trust and control in agentic AI, with a focus on alignment, robustness, and verifiability.

  • Trustworthy planning and control in agentic systems
  • Verification and auditable behavior of agentic LLMs
  • Personalized agents and consistent persona modeling
  • Safety-critical embodied agentic AI
  • Human-centric alignment and feedback integration
  • Human oversight and control in agentic workflows
  • Evaluating and benchmarking trust in agentic LLMs
  • Governance, transparency, and accountability frameworks

Submission Requirements:

Submissions must be prepared using the AAAI 2026 template. We accept research papers (novel algorithms, theory, or experiments), position papers (provocative perspectives on agentic AI), and survey papers.

  • Long papers: up to 7 pages of technical content, plus 1 page 2 pages for references
  • Short papers: up to 4 pages of technical content, plus 1 page 2 pages for references
Authors may include supplementary material, but reviewers are not required to review it.

Important Dates

Submission Deadline: October 22, 2025 November 03, 2025 (AOE)
Author Notification: November 05, 2025 November 19, 2025 (AOE)
Camera Ready Deadline: December 01, 2025 11:59 PM (AOE)
Workshop Date: January 27, 2026