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ICLR 2026 Workshop Reliable Autonomy Submissions

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Semantic Grounding as a Hallucination Mitigation Layer for Reliable AI Agents
Shivansh Tuteja, Tanvi Bisht, Jatin Bedi
- Published: 02 Mar 2026, Last Modified: 30 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Reasoning Is Not Free: Robust Adaptive Cost-Efficient Router for LLM-as-a-Judge
Wenbo Zhang, Lijinghua Zhang, Liner Xiang, Hengrui Cai
- Published: 02 Mar 2026, Last Modified: 28 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Epistemic Context Learning: Building Trust the Right Way in LLM Multi-Agent Systems
Ruiwen Zhou, Maojia Song, Xiaobao Wu, Sitao Cheng, Xunjian Yin, Yuxi Xie, Zoey Hao, Wenyue Hua, Liangming Pan, Soujanya Poria, Min-Yen Kan
- Published: 02 Mar 2026, Last Modified: 23 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Atomix: Timely, Transactional Tool Use for Reliable Agentic Workflows
Bardia Mohammadi, Nearchos Potamitis, Lars Henning Klein, Akhil Arora, Laurent Bindschaedler
- Published: 02 Mar 2026, Last Modified: 30 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Hierarchical Procedural Meta-Reasoning for Generalizable Multimodal Agents
Yao Fu, Shengyi Qian, Pierluca D'Oro, Fanyi Xiao, Honglak Lee, Joseph Tighe, Manchen Wang
- Published: 02 Mar 2026, Last Modified: 31 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
CodeTaste: Can LLMs Generate Human-Level Code Refactorings?
Alex Thillen, Niels Mündler, Veselin Raychev, Martin Vechev
- Published: 02 Mar 2026, Last Modified: 30 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
Aradhye Agarwal, Gurdit Siyan, Yash Pandya, Joykirat Singh, Akshay Nambi
- Published: 02 Mar 2026, Last Modified: 05 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
AI-BAAM: AI-Driven Bank Statement Analytics as Alternative Data for Malaysian MSME Credit Scoring
Chun Chet Ng, Zhen Hao Chu, Jia Yu Lim, Boon Yin Yin, Low Wei Zeng, Jin Khye Tan
- Published: 02 Mar 2026, Last Modified: 29 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Escaping the Mode: Multi Answer Reinforcement Learning in LMs
Isha Puri, Mehul Damani, Idan Shenfeld, Marzyeh Ghassemi, Jacob Andreas, Yoon Kim
- Published: 02 Mar 2026, Last Modified: 05 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Scaling Agentic Capabilities, Not Context: Efficient Reinforcement Finetuning for Large Toolspaces
Karan Gupta, Pranav Vajreshwari, Yash Pandya, Akshay Nambi
- Published: 02 Mar 2026, Last Modified: 05 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Understanding Reasoning Collapse in Multi-Turn Agent Reinforcement Learning
Zihan Wang, Chi Gui, Xing Jin, Qineng Wang, Licheng Liu, Kangrui Wang, Shiqi Chen, Linjie Li, Zhengyuan Yang, Pingyue Zhang, Yiping Lu, Jiajun Wu, Li Fei-Fei, Lijuan Wang, Yejin Choi, Manling Li
- Published: 02 Mar 2026, Last Modified: 17 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Scaling Agents for Computer Use
Gonzalo Gonzalez-Pumariega, Vincent Tu, Chih-Lun Lee, Jiachen Yang, Ang Li, Xin Eric Wang
- Published: 02 Mar 2026, Last Modified: 05 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
WebPII: Benchmarking Visual PII Detection for Computer-Use Agents
Nathan J. Zhao
- Published: 02 Mar 2026, Last Modified: 30 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
DSGym: A Standardized and Holistic Framework for Advancing Data Science Agents
Fan Nie, Junlin Wang, Harper Hua, Federico Bianchi, Yongchan Kwon, Zhenting Qi, Owen Queen, Shang Zhu, James Zou
- Published: 02 Mar 2026, Last Modified: 05 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Zero-Shot LLM-Guided Autonomous Agent for Energy-Aware Resource Allocation in Embedded Systems
Mohammad Pivezhandi, Mahdi Banisharif, Abusayeed Saifullah
- Published: 02 Mar 2026, Last Modified: 27 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
TAPE: Tool-Guided Adaptive Planning and Constrained Execution in Language Model Agents
Jongwon Jeong, Jungtaek Kim, Kangwook Lee
- Published: 02 Mar 2026, Last Modified: 30 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
TSLM: Tree-Structured Language Modeling for Divergent Thinking
Doyoung Kim, JaeHyeok Doo, Minjoon Seo
- Published: 02 Mar 2026, Last Modified: 05 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
The Confidence Manifold: Geometric Structure of Correctness Representations in Language Models
Seonglae Cho, Zekun Wu, Kleyton Da Costa, Adriano Koshiyama
- Published: 02 Mar 2026, Last Modified: 30 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Measuring Agents in Production
Melissa Pan, Negar Arabzadeh, Riccardo Cogo, Yuxuan Zhu, Alexander Xiong, Lakshya A Agrawal, Huanzhi Mao, Emma Shen, Sid Pallerla, Liana Patel, Shu Liu, Tianneng Shi, Xiaoyuan Liu, Jared Quincy Davis, Emmanuele Lacavalla, Alessandro Basile, Shuyi Yang, Paul Castro, Daniel Kang, Koushik Sen et al. (5 additional authors not shown)
HallucinationHunter: Fine-Grained Factual Grounding of Generated Text
Peter Belcak, Yu Zhang, Shizhe Diao, David Eric Austin, Yonggan Fu, Ryan Angilly, Yingyan Celine Lin, Eileen Margaret Peters Long, Pavlo Molchanov
- Published: 02 Mar 2026, Last Modified: 05 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Owl: Separating Generation from Evaluation to Detect Plausible Failures in Lifecycle Inventory Mapping
Andrew Dumit, Krishna Rao, Shaena Ulissi, Steven Watson, P. James Joyce, Shuhan Bao, Jacob Feintzeig, Sangwon Suh
- Published: 02 Mar 2026, Last Modified: 21 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
SCoOP: Semantic Consistent Opinion Pooling for Uncertainty Quantification in Multiple Vision Language Model Systems
Chung-En Johnny Yu, Brian Jalaian, Nathaniel D. Bastian
- Published: 02 Mar 2026, Last Modified: 30 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Building Reliable Long-Form Generation via Hallucination Rejection Sampling
Lin Li, Georgia Channing, Suhaas M Bhat, Gabriel Davis Jones, Yarin Gal
- Published: 02 Mar 2026, Last Modified: 29 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
Steering Large Language Models Toward Clarification through Sparse Autoencoders
Alisa Petrova, Alexey Kovalev
- Published: 02 Mar 2026, Last Modified: 31 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone
RPRA: Predicting an LLM-Judge for Efficient but Performant Inference
Dylan R. Ashley, Gael Le Lan, Changsheng Zhao, Naina Dhingra, Zhipeng Cai, Ernie Chang, Mingchen Zhuge, Yangyang Shi, Vikas Chandra, Jürgen Schmidhuber
- Published: 02 Mar 2026, Last Modified: 31 Mar 2026
- Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
- Readers: Everyone

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Published: 02 Mar 2026, Last Modified: 30 Mar 2026
Agentic AI in the Wild: From Hallucinations to Reliable Autonomy Poster
Readers: Everyone