agent system

DecEx-RAG: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision EMNLP 2025 DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments EMNLP 2025 DIAMOND: An LLM-Driven Agent for Context-Aware Baseball Highlight Summarization ACL 2025 Divide, Optimize, Merge: Scalable Fine-Grained Generative Optimization for LLM Agents EMNLP 2025 DrAgent: Empowering Large Language Models as Medical Agents for Multi-hop Medical Reasoning EMNLP 2025 DSBC : Data Science task Benchmarking with Context engineering IJCNLP 2025 EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction NAACL 2025 Embracing Imperfection: Simulating Students with Diverse Cognitive Levels Using LLM-based Agents ACL 2025 Enabling Realtime Reinforcement Learning at Scale with Staggered Asynchronous Inference ICLR 2025 Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance EMNLP 2025 Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning EMNLP 2025 Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance IJCAI 2025 Exploring and Controlling Diversity in LLM-Agent Conversation EMNLP 2025 Facilitating Multi-turn Function Calling for LLMs via Compositional Instruction Tuning ICLR 2025 FIRE: Fact-checking with Iterative Retrieval and Verification NAACL 2025 FRAME: Feedback-Refined Agent Methodology for Enhancing Medical Research Insights ACL 2025 Generative Reviewer Agents: Scalable Simulacra of Peer Review EMNLP 2025 Generator-Assistant Stepwise Rollback Framework for Large Language Model Agent EMNLP 2025 GOODLIAR: A Reinforcement Learning-Based Deceptive Agent for Disrupting LLM Beliefs on Foundational Principles ACL 2025 GRAFT: A Graph-based Flow-aware Agentic Framework for Document-level Machine Translation EMNLP 2025 Grounding Multimodal Large Language Model in GUI World ICLR 2025 GUI Agents: A Survey ACL 2025 GUIOdyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices ICCV 2025 HEAL: Hybrid Enhancement with LLM-based Agents for Text-attributed Hypergraph Self-supervised Representation Learning EMNLP 2025 Hidden Ghost Hand: Unveiling Backdoor Vulnerabilities in MLLM-Powered Mobile GUI Agents EMNLP 2025