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Agent Systems

3885 directly classified papers

Papers per year

Papers

IntelliCode: A Multi-Agent LLM Tutoring System with Centralized Learner Modeling EACL 2026

Beyond IVR: Benchmarking Customer Support LLM Agents for Business-Adherence EACL 2026

Assertion-Conditioned Compliance: A Provenance-Aware Vulnerability in Multi-Turn Tool-Calling Agents EACL 2026

ShopperBench: A Benchmark for Personalized Shopping with Persona-Guided Simulation EACL 2026

WorkForceAgent-R1: Incentivizing Reasoning Capability in LLM-based Web Agents via Reinforcement Learning EACL 2026

D-GARA: A Dynamic Benchmarking Framework for GUI Agent Robustness in Real-World Anomalies AAAI 2026

I-MCTS: Enhancing Agentic AutoML via Introspective Monte Carlo Tree Search EACL 2026

MAPS: A Multilingual Benchmark for Agent Performance and Security EACL 2026

ETOM: A Five-Level Benchmark for Evaluating Tool Orchestration within the MCP Ecosystem EACL 2026

Automated Human Strategic Behavior Modeling via Large Language Models AAAI 2026

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World AAAI 2026

Coding Agents with Multimodal Browsing are Generalist Problem Solvers EACL 2026

History-Enhanced Two-Stage Transformer for Aerial Vision-and-Language Navigation AAAI 2026

GARNET: GoT-Based Alert Reduction and Narrative Event Tracing AAAI 2026

Learning to Compress Graphs via Dual Agents for Consistent Topological Robustness Evaluation AAAI 2026

Enhancing Exploration and Exploitation in Hierarchical Reinforcement Learning with Subgoal Graph Learning AAAI 2026

LLMTM: Benchmarking and Optimizing LLMs for Temporal Motif Analysis in Dynamic Graphs AAAI 2026

Teams of LLM Agents can Exploit Zero-Day Vulnerabilities EACL 2026

H-MEM: Hierarchical Memory for High-Efficiency Long-Term Reasoning in LLM Agents EACL 2026

How Good Are LLMs at Processing Tool Outputs? EACL 2026

A Survey on LLM-based Conversational User Simulation EACL 2026

SABER: Switchable and Balanced Training for Efficient LLM Reasoning AAAI 2026

History-Aware Reasoning for GUI Agents AAAI 2026

Automating Complex Document Workflows via Stepwise and Rollback-Enabled Operation Orchestration AAAI 2026

EvoEmpirBench: Dynamic Spatial Reasoning with Agent-ExpVer AAAI 2026