Agent Systems

Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation ICLR 2025 ThinkQE: Query Expansion via an Evolving Thinking Process EMNLP 2025 Think-Search-Patch: A Retrieval-Augmented Reasoning Framework for Repository-Level Code Repair EMNLP 2025 Think Small, Act Big: Primitive Prompt Learning for Lifelong Robot Manipulation CVPR 2025 Think Then React: Towards Unconstrained Action-to-Reaction Motion Generation ICLR 2025 Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making ICML 2025 Third-Person Appraisal Agent: Simulating Human Emotional Reasoning in Text with Large Language Models EMNLP 2025 THREAD: Thinking Deeper with Recursive Spawning NAACL 2025 Time-aware ReAct Agent for Temporal Knowledge Graph Question Answering NAACL 2025 TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents AAAI 2025 TinyClick: Single-Turn Agent for Empowering GUI Automation Interspeech 2025 TinyScientist: An Interactive, Extensible, and Controllable Framework for Building Research Agents EMNLP 2025 To Ask or Not to Ask? Detecting Absence of Information in Vision and Language Navigation WACV 2025 TokenHSI: Unified Synthesis of Physical Human-Scene Interactions through Task Tokenization CVPR 2025 To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning AAAI 2025 ToolACE: Winning the Points of LLM Function Calling ICLR 2025 Tool Calling for Arabic LLMs: Data Strategies and Instruction Tuning EMNLP 2025 ToolCoder: A Systematic Code-Empowered Tool Learning Framework for Large Language Models ACL 2025 ToolDial: Multi-turn Dialogue Generation Method for Tool-Augmented Language Models ICLR 2025 ToolExpNet: Optimizing Multi-Tool Selection in LLMs with Similarity and Dependency-Aware Experience Networks ACL 2025 ToolEyes: Fine-Grained Evaluation for Tool Learning Capabilities of Large Language Models in Real-world Scenarios COLING 2025 ToolFlow: Boosting LLM Tool-Calling Through Natural and Coherent Dialogue Synthesis NAACL 2025 ToolGen: Unified Tool Retrieval and Calling via Generation ICLR 2025 ToolHaystack: Stress-Testing Tool-Augmented Language Models in Realistic Long-Term Interactions EMNLP 2025 ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use ACL 2025