Agent Systems

Resonance: Learning to Predict Social-Aware Pedestrian Trajectories as Co-Vibrations ICCV 2025 RETAIL: Towards Real-world Travel Planning for Large Language Models EMNLP 2025 Rethinking and Improving Student Learning and Forgetting Processes for Attention based Knowledge Tracing Models AAAI 2025 Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges ACL 2025 Rethinking the Embodied Gap in Vision-and-Language Navigation: A Holistic Study of Physical and Visual Disparities ICCV 2025 RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation EMNLP 2025 Retrieval-augmented GUI Agents with Generative Guidelines EMNLP 2025 Retriv at BLP-2025 Task 2: Test-Driven Feedback-Guided Framework for Bangla-to-Python Code Generation AACL 2025 Revealing and Mitigating the Challenge of Detecting Character Knowledge Errors in LLM Role-Playing EMNLP 2025 Revealing the Barriers of Language Agents in Planning NAACL 2025 REvolve: Reward Evolution with Large Language Models using Human Feedback ICLR 2025 Reward-Guided Tree Search for Inference Time Alignment of Large Language Models NAACL 2025 Reward Learning from Multiple Feedback Types ICLR 2025 RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs EMNLP 2025 RL-Guider: Leveraging Historical Decisions and Feedback for Drug Editing with Large Language Models ACL 2025 RLLTE: Long-Term Evolution Project of Reinforcement Learning AAAI 2025 RoboAnnotatorX: A Comprehensive and Universal Annotation Framework for Accurate Understanding of Long-horizon Robot Demonstration ICCV 2025 RoboChemist: Long-Horizon and Safety-Compliant Robotic Chemical Experimentation CoRL 2025 Robotic Visual Instruction CVPR 2025 Robot Learning with Super-Linear Scaling RSS 2025 Robot Operating Home Appliances by Reading User Manuals CoRL 2025 Robotouille: An Asynchronous Planning Benchmark for LLM Agents ICLR 2025 RoboTrom-Nav: A Unified Framework for Embodied Navigation Integrating Perception, Planning, and Prediction ICCV 2025 RoboTwin: Dual-Arm Robot Benchmark with Generative Digital Twins CVPR 2025 Robust Native Language Identification through Agentic Decomposition EMNLP 2025