EvoSim: Learning to Model, Modeling to Learn

Yun-Wei Song et al.

#arXiv #cs.AI #cs.CE

ReCast: Attribution-Oriented Step Representation Learning for LLM-Based Agent Systems

Weilin Jin et al.

#arXiv #cs.AI

Mine Odyssey: Benchmarking Spatial Agentic Intelligence in the Wild

Yuxuan Cao et al.

#arXiv #cs.AI

DuplexAgent-RSI: Recursive Harness Improvement for Full-Duplex Voice Agent Collaboration

Yingda Shen et al.

#arXiv #cs.AI #cs.SD

Curating Always-Loaded Context for LLM Agents: A Capacitated Assortment Model with Censored Feedback

Zexuan Liu, Yuning Yang, Tiancheng Zhao

#arXiv #cs.AI #cs.LG #math.OC

Reading the Room: Foundations, Design, and Challenges of Normative Competence in LLMs

Andrea Wynn (Nathan) et al.

#arXiv #cs.AI #cs.MA

Whose Ground Truth? Embracing Ambiguity in Human-Centered AI

Jingyao Wu et al.

#arXiv #cs.AI #cs.LG

Synthesis Through Simulation: Generating Coherent Enterprise Data via Scalable Agent-System Interaction

Yipeng Li et al.

#arXiv #cs.AI

📌 Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict

Kaiser Sun et al.

#arXiv #cs.AI #cs.CL

LEVER: Adaptive Cost-Aware Proof Search Over AND/OR Graphs

Nihal Jain et al.

#arXiv #cs.AI

Memento 3: Model-Based Recursive Self-Improvement through Reflective Rulebooks

Haoyu Zhao et al.

#arXiv #cs.AI #cs.CL #cs.CV #cs.LG

MemTrial: Learning When to Trust Memory in LLM Portfolio Agents

Guanghao Wu, Zhuo Cai, Shoujin Wang

#arXiv #cs.AI

Intervention anchors and scientific verification in synthetic vascular predictive representations

Lingsen You et al.

#arXiv #cs.AI

BridgeGuard: Explicit Safety Drift for Diffusion-based Autonomous Driving

Zhenjun Qiu et al.

#arXiv #cs.AI

MedBenchAgent: Towards Systematic Automation of Medical VLM Benchmark Construction

Yulin Fu (Beijing University of Posts and Telecommunications) et al.

#arXiv #cs.AI

Harness Compilation: Which Decisions Should a Small Vision-Language Model Keep?

Minhao Fan et al.

#arXiv #cs.AI #cs.CV

Verification and Self-Improvement in Agentic AI: Foundations and Limits

Chien-Ping Lu

#arXiv #cs.AI #cs.CC

OnTrack: Real-Time Monitoring and Intervention in LLM Agent Trajectories via Streaming Structure-Aware Optimal Transport

Babak Barazandeh et al.

#arXiv #cs.AI #cs.CL #cs.CY #cs.LG

Cited but Not Consulted: A Counterfactual Audit of Legal Chain-of-Thought Faithfulness

Saisab Sadhu, Shreeyans Arora, Pratinav Seth

#arXiv #cs.AI #cs.CL #cs.CY

One Word Opens the Gate: The Option-Channel Attack on Typed Decision Models as Agent Guardrails

Seyedarmin Azizi, Erfan Baghaei Potraghloo, Massoud Pedram

#arXiv #cs.AI