Scaling Environments for Agents

.- Examining the Vulnerability of Multi-Agent Medical Systems to Human Interventions for Clinical Reasoning.

.- Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks.

.- Verifiable Chemical Reasoning through Tool-Calling Agentic Workflow.

.- Towards Agents That Know When They Don’t Know: Uncertainty as a Control Signal for Structured Reasoning.

.- EVOLVE-MEM: A Self-Adaptive Hierarchical Memory Architecture for Next-Generation Agentic AI Systems.

.- Natural Language Grounded Reinforcement Learning for Clinical Decision-Making in Virtual Patient Simulations.

.- Evaluating Long-Term Memory and State Tracking in Multi-Platform Dynamic Agent Environments.

.- SEA: Stateful Execution Environment for Conversational Big Data Analytics.

.- When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents.

.- Enabling User-Created Multi-Agent Simulations: Interactive and Customizable 2D Environments to Study Team Dynamics with LLM Agents.

.- SimuGen: Multi-modal Agentic Framework for Constructing Block Diagram-Based Simulation Models.

.- IndusGCC: A Data Benchmark and Evaluation Framework for GUI-Based General Computer Control in Industrial Automation.

.- DefenderBench: A Toolkit for Evaluating Language Agents in Cybersecurity Environments.

.- The Physical Basis of Prediction: World Model Formation in Neural Organoids via an LLM-Generated Curriculum.

.- Communicating Plans, Not Percepts: Scalable Multi-Agent Coordination with Embodied World Models.

.- Co-Evolving Complexity: An Adversarial Framework for Automatic MARL Curricula.

.- Learning to Make Friends: Coaching LLM Agents toward Emergent Social Ties.

.- When Agents go Astray: Course-Correcting SWE Agents with PRMs.

.- Model Context Protocol for Vision Systems: Audit, Security, and Protocol Extensions.

.- Agentic Persona Control and Task State Tracking for Realistic User Simulation in Interactive Scenarios.