Agent Systems

Towards Safety Reasoning in LLMs: AI-agentic Deliberation for Policy-embedded CoT Data Creation ACL 2025 Towards Scientific Discovery with Generative AI: Progress, Opportunities, and Challenges AAAI 2025 Towards Verifiable Text Generation with Generative Agent AAAI 2025 TP-RAG: Benchmarking Retrieval-Augmented Large Language Model Agents for Spatiotemporal-Aware Travel Planning EMNLP 2025 Training a Generally Curious Agent ICML 2025 Training Multi-Modal LLMs through Dialogue Planning for HRI ACL 2025 Training Software Engineering Agents and Verifiers with SWE-Gym ICML 2025 Training Turn-by-Turn Verifiers for Dialogue Tutoring Agents: The Curious Case of LLMs as Your Coding Tutors ACL 2025 Transferring Foundation Models for Generalizable Robotic Manipulation WACV 2025 Tree of Agents: Improving Long-Context Capabilities of Large Language Models through Multi-Perspective Reasoning EMNLP 2025 Tree-of-Code: A Self-Growing Tree Framework for End-to-End Code Generation and Execution in Complex Tasks ACL 2025 Tree-of-Prompts: Abstracting Control-Flow for Prompt Optimization ACL 2025 TreeRL: LLM Reinforcement Learning with On-Policy Tree Search ACL 2025 TReMu: Towards Neuro-Symbolic Temporal Reasoning for LLM-Agents with Memory in Multi-Session Dialogues ACL 2025 TripCraft: A Benchmark for Spatio-Temporally Fine Grained Travel Planning ACL 2025 TripTailor: A Real-World Benchmark for Personalized Travel Planning ACL 2025 Troopers at BLP-2025 Task 2: Reward-Selective Fine-Tuning based Code Generation Approach for Bangla Prompts AACL 2025 TST: A Schema-Based Top-Down and Dynamic-Aware Agent of Text-to-Table Tasks ACL 2025 Tunable LLM-based Proactive Recommendation Agent ACL 2025 Turbocharging Web Automation: The Impact of Compressed History States ACL 2025 TurkingBench: A Challenge Benchmark for Web Agents NAACL 2025 Turning Conversations into Workflows: A Framework to Extract and Evaluate Dialog Workflows for Service AI Agents ACL 2025 UDora: A Unified Red Teaming Framework against LLM Agents by Dynamically Hijacking Their Own Reasoning ICML 2025 UFO: A UI-Focused Agent for Windows OS Interaction NAACL 2025 UICOMPASS: UI Map Guided Mobile Task Automation via Adaptive Action Generation EMNLP 2025