Agent Systems

WebRollback: Enhancing Web Agents with Explicit Rollback Mechanisms EACL 2026 WebSTAR: Scalable Data Synthesis for Computer Use Agents with Step-Level Filtering ACL 2026 WebSynthesis: World Model-Guided Monte Carlo Tree Search for Efficient WebAgent Trajectory Synthesis ACL 2026 What Deserves Memory: Adaptive Memory Distillation for LLM Agents ACL 2026 What Moves the Pareto Frontier in Tool-Using Agents? A Compute-Aware Study of ReAct Variants ACL 2026 What You See Is What You Reach: Towards Spatial Navigation with High-Level Human Instructions AAAI 2026 When Agents Look the Same: Quantifying Distillation-Induced Similarity in Tool-Use Behaviors ACL 2026 When Instinct Guides and Insight Grounds: Staged RL Training for LLM Agents AAAI 2026 When Top-ranked Recommendations Fail: Modeling Multi-Granular Negative Feedback for Explainable and Robust Video Recommendation AAAI 2026 Where Norms and References Collide: Evaluating LLMs on Normative Reasoning AAAI 2026 Whole-Body Coordination for Dynamic Object Grasping with Legged Manipulators AAAI 2026 Why Do LLM-based Web Agents Fail? A Hierarchical Planning Perspective ACL 2026 WorkForceAgent-R1: Incentivizing Reasoning Capability in LLM-based Web Agents via Reinforcement Learning EACL 2026 WorldAgen: Unified State-Action Prediction with Test-Time World Model Training AAAI 2026 WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning CVPR 2026 YIELD: A Large-Scale Dataset and Evaluation Framework for Information Elicitation Agents ACL 2026 Yo'City: Personalized and Boundless 3D Realistic City Scene Generation via Self-Critic Expansion CVPR 2026 Zero-Shot Robotic Manipulation via 3D Gaussian Splatting-Enhanced Multimodal Retrieval-Augmented Generation AAAI 2026 {$\tau$}-bench: A Benchmark for \underline{T}ool-\underline{A}gent-\underline{U}ser Interaction in Real-World Domains ICLR 2025 3D Gaussian Map with Open-Set Semantic Grouping for Vision-Language Navigation ICCV 2025 3D-MVP: 3D Multiview Pretraining for Manipulation CVPR 2025 A Career Interview Dialogue System using Large Language Model-based Dynamic Slot Generation COLING 2025 A Category-Theoretic Approach to Neural-Symbolic Task Planning with Bidirectional Search EMNLP 2025 ACC-Collab: An Actor-Critic Approach to Multi-Agent LLM Collaboration ICLR 2025 Accelerating Antibiotic Discovery with Large Language Models and Knowledge Graphs ACL 2025