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Agent Systems

3885 directly classified papers

Papers per year

Papers

Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall EMNLP 2025

MT-Mol: Multi Agent System with Tool-based Reasoning for Molecular Optimization EMNLP 2025

A Survey on LLM-powered Agents for Recommender Systems EMNLP 2025

Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-the-fly EMNLP 2025

InfAL: Inference Time Adversarial Learning for Improving Research Ideation EMNLP 2025

AutoSpec: An Agentic Framework for Automatically Drafting Patent Specification EMNLP 2025

LLM Agents for Education: Advances and Applications EMNLP 2025

DeMAC: Enhancing Multi-Agent Coordination with Dynamic DAG and Manager-Player Feedback EMNLP 2025

RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing EMNLP 2025

Character is Destiny: Can Persona-assigned Language Models Make Personal Choices? EMNLP 2025

Guess What I am Thinking: A Benchmark for Inner Thought Reasoning of Role-Playing Language Agents EMNLP 2025

FLAIRR-TS - Forecasting LLM-Agents with Iterative Refinement and Retrieval for Time Series EMNLP 2025

LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet? EMNLP 2025

DrAgent: Empowering Large Language Models as Medical Agents for Multi-hop Medical Reasoning EMNLP 2025

VerifiAgent: a Unified Verification Agent in Language Model Reasoning EMNLP 2025

DAVIS: Planning Agent with Knowledge Graph-Powered Inner Monologue EMNLP 2025

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems EMNLP 2025

When Personalization Meets Reality: A Multi-Faceted Analysis of Personalized Preference Learning EMNLP 2025

Privacy in Action: Towards Realistic Privacy Mitigation and Evaluation for LLM-Powered Agents EMNLP 2025

Learning API Functionality from In-Context Demonstrations for Tool-based Agents EMNLP 2025

Video2Roleplay: A Multimodal Dataset and Framework for Video-Guided Role-playing Agents EMNLP 2025

LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System EMNLP 2025

ThinkQE: Query Expansion via an Evolving Thinking Process EMNLP 2025

GigaHands: A Massive Annotated Dataset of Bimanual Hand Activities CVPR 2025

Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation CVPR 2025