Agent Systems

Tooling or Not Tooling? The Impact of Tools on Language Agents for Chemistry Problem Solving NAACL 2025 Tool learning via Inference-time Scaling and Cycle Verifier ACL 2025 Tool-Planner: Task Planning with Clusters across Multiple Tools ICLR 2025 Tool Preferences in Agentic LLMs are Unreliable EMNLP 2025 ToolReAGt: Tool Retrieval for LLM-based Complex Task Solution via Retrieval Augmented Generation ACL 2025 ToolReflection: Improving Large Language Models for Real-World API Calls with Self-Generated Data ACL 2025 ToolSafety: A Comprehensive Dataset for Enhancing Safety in LLM-Based Agent Tool Invocations EMNLP 2025 ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities NAACL 2025 ToolSpectrum: Towards Personalized Tool Utilization for Large Language Models ACL 2025 Toward Real-World Cooperative and Competitive Soccer with Quadrupedal Robot Teams CoRL 2025 Towards Adaptive Mechanism Activation in Language Agent COLING 2025 Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation ACL 2025 Towards a Design Guideline for RPA Evaluation: A Survey of Large Language Model-Based Role-Playing Agents ACL 2025 Towards a Theory of AI Personhood AAAI 2025 Towards Autonomous Micromobility through Scalable Urban Simulation CVPR 2025 Towards Autonomous Network Management: AI-Driven Framework for Intelligent Log Analysis, Troubleshooting and Documentation AAAI 2025 Towards Better Robot Learners: Leveraging Implicit and Explicit Human Feedback Together in Human Robot Interactions AAAI 2025 Towards Enforcing Company Policy Adherence in Agentic Workflows EMNLP 2025 Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations ICLR 2025 Towards Human-like Virtual Beings: Simulating Human Behavior in 3D Scenes ICCV 2025 Towards Lifelong Dialogue Agents via Timeline-based Memory Management NAACL 2025 Towards Long-Horizon Vision-Language Navigation: Platform, Benchmark and Method CVPR 2025 Towards Rationality in Language and Multimodal Agents: A Survey NAACL 2025 Towards Reliable Agents: Benchmarking Customized LLM-Based Retrieval-Augmented Generation Frameworks with Deployment Validation NAACL 2025 Towards Robust, Efficient, and Practical Decision-Making: From Reward-Maximizing Deep Reinforcement Learning to Reward-Matching GFlowNets AAAI 2025