Agent Systems

TCoT: Trajectory Chain-of-Thoughts for Robotic Manipulation with Failure Recovery in Vision-Language-Action Model AAAI 2026 TeachMaster: Generative Teaching via Code ACL 2026 TeamFusion: Supporting Open-ended Teamwork with Multi-Agent Systems ACL 2026 Teams of LLM Agents can Exploit Zero-Day Vulnerabilities EACL 2026 Test-Time Reinforcement Learning for GUI Grounding via Region Consistency AAAI 2026 The Bitter Lesson of Diffusion Language Models for Agentic Workflows: A Comprehensive Reality Check ACL 2026 The GATTACA Framework: Graph Neural Network-Based Reinforcement Learning for Controlling Biological Networks AAAI 2026 Thesis Proposal: When Does an Agent Know It Is Lost? Confidence Trajectory Analysis for Tool-Using LLMs ACL 2026 The Tatort Test of Intelligence: Towards Narrative Comprehension as a Benchmark for AI AAAI 2026 Thinker: Training LLMs in Hierarchical Thinking for Deep Search via Multi-Turn Interaction AAAI 2026 Thinking Forward and Backward: Multi-Objective Reinforcement Learning for Retrieval-Augmented Reasoning AAAI 2026 Think Just Enough: Leveraging Self-Assessed Confidence for Adaptive Reasoning in Language Models EACL 2026 Think, Speak, Decide: Language-Augmented Multi-Agent Reinforcement Learning for Economic Decision-Making AAAI 2026 Timely Machine: Awareness of Time Makes Test-Time Scaling Agentic ACL 2026 ToolACE-R: Model-aware Iterative Training and Adaptive Refinement for Tool learning AAAI 2026 ToolDreamer: Instilling LLM Reasoning Into Tool Retrievers EACL 2026 ToolOmni: Enabling Open-World Tool Use via Agentic learning with Proactive Retrieval and Grounded Execution ACL 2026 ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering ACL 2026 ToolSmith: A Multi-Agent Framework for Enterprise Tool Creation AAAI 2026 TouchFormer: A Robust Transformer-based Framework for Multimodal Material Perception AAAI 2026 Toward Artificial Metacognition AAAI 2026 Towards Adaptive Humanoid Control via Multi-Behavior Distillation and Reinforced Fine-Tuning AAAI 2026 Towards Affordance-Aware Robotic Dexterous Grasping with Human-like Priors AAAI 2026 Towards Agents That Exhibit Human-Like Autonomy in Complex Environments AAAI 2026 Toward Scalable Verifiable Reward: Proxy State-Based Evaluation for Multi-turn Tool-Calling LLM Agents ACL 2026