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Methodology
← Core AI
Artificial Intelligence
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Core AI
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Agent Systems
3885 directly classified papers
Papers per year
2002: 1
2003: 1
2006: 12
2007: 5
2008: 11
2009: 8
2010: 17
2011: 14
2012: 21
2013: 17
2014: 17
2015: 16
2016: 32
2017: 102
2018: 123
2019: 198
2020: 210
2021: 269
2022: 291
2023: 415
2024: 663
2025: 1077
2026: 365
Papers
EscapeBench: Towards Advancing Creative Intelligence of Language Model Agents
ACL 2025
Agents generalize to novel levels of abstraction by using adaptive linguistic strategies
ACL 2025
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph
ACL 2025
iAgent: LLM Agent as a Shield between User and Recommender Systems
ACL 2025
A Multi-AI Agent System for Autonomous Optimization of Agentic AI Solutions via Iterative Refinement and LLM-Driven Feedback Loops
ACL 2025
Turning Conversations into Workflows: A Framework to Extract and Evaluate Dialog Workflows for Service AI Agents
ACL 2025
Oversight Structures for Agentic AI in Public-Sector Organizations
ACL 2025
CortexDebate: Debating Sparsely and Equally for Multi-Agent Debate
ACL 2025
A Unified Agentic Framework for Evaluating Conditional Image Generation
ACL 2025
Auto-Arena: Automating LLM Evaluations with Agent Peer Battles and Committee Discussions
ACL 2025
Dynamic Personality in LLM Agents: A Framework for Evolutionary Modeling and Behavioral Analysis in the Prisoner’s Dilemma
ACL 2025
CritiQ: Mining Data Quality Criteria from Human Preferences
ACL 2025
TST: A Schema-Based Top-Down and Dynamic-Aware Agent of Text-to-Table Tasks
ACL 2025
Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions
ACL 2025
Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System
ACL 2025
Dialogue Systems for Emotional Support via Value Reinforcement
ACL 2025
TReMu: Towards Neuro-Symbolic Temporal Reasoning for LLM-Agents with Memory in Multi-Session Dialogues
ACL 2025
DMIS Lab at ArchEHR-QA 2025: Evidence-Grounded Answer Generation for EHR-based QA via a Multi-Agent Framework
ACL 2025
EMULATE: A Multi-Agent Framework for Determining the Veracity of Atomic Claims by Emulating Human Actions
ACL 2025
CAMPHOR: Collaborative Agents for Multi-input Planning and High-Order Reasoning On Device
ACL 2025
A Conversational Agent Framework for Multimodal Knowledge Retrieval: A Case Study in FHWA InfoHighway Web Portal Queries
ACL 2025
TCQA2: A Tiered Conversational Q&A Agent in Gaming
ACL 2025
Team INSALyon2 at SemEval-2025 Task 10: A Zero-shot Agentic Approach to Text Classification
ACL 2025
CATCH: A Novel Data Synthesis Framework for High Therapy Fidelity and Memory-Driven Planning Chain of Thought in AI Counseling
EMNLP 2025
Sample Efficient Alignment Learning With Episodic Control
EMNLP 2025
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