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Agent Systems

3885 directly classified papers

Papers per year

Papers

Beyond Blind Following: Evaluating Robustness of LLM Agents under Imperfect Guidance EACL 2026

Verification-Aware Planning for Multi-Agent Systems EACL 2026

PropGenie: A Multi-Agent Conversational Framework for Real Estate Assistance EACL 2026

Infherno: End-to-end Agent-based FHIR Resource Synthesis from Free-form Clinical Notes EACL 2026

Adaptive Data Flywheel: Applying MAPE Control Loops to AI Agent Improvement EACL 2026

Mixture-of-Trees: Learning to Select and Weigh Reasoning Paths for Efficient LLM Inference AAAI 2026

PIRA: Preference-Oriented Instruction-Tuned Reward Models with Dual Aggregation EACL 2026

SafeSearch: Do Not Trade Safety for Utility in LLM Search Agents EACL 2026

SAGE : A Top-Down Bottom-Up Knowledge-Grounded User Simulator for Multi-turn Agent Evaluation EACL 2026

SALT: Step-level Advantage Assignment for Long-horizon Agents via Trajectory Graph EACL 2026

Thinker: Training LLMs in Hierarchical Thinking for Deep Search via Multi-Turn Interaction AAAI 2026

RAGFort: Dual-Path Defense Against Proprietary Knowledge Base Extraction in Retrieval-Augmented Generation AAAI 2026

Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search AAAI 2026

AgentSwift: Efficient LLM Agent Design via Value-Guided Hierarchical Search AAAI 2026

SERL: Self-Examining Reinforcement Learning on Open-Domain AAAI 2026

Scope Delineation Before Localization: A Two-Stage Framework for Enhancing Failure Attribution in Multi-Agent Systems AAAI 2026

Decoding the Market’s Pulse: Context-Enriched Agentic Retrieval Augmented Generation for Predicting Post-Earnings Price Shocks EACL 2026

CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization AAAI 2026

Automating Android Build Repair: Bridging the Reasoning-Execution Gap in LLM Agents with Domain-Specific Tools EACL 2026

INSURE-Dial: A Phase-Aware Conversational Dataset Benchmark for Compliance Verification and Phase Detection EACL 2026

Designed to Spread: A Generative Approach to Enhance Information Diffusion AAAI 2026

A Theory of Adaptive Scaffolding for LLM-Based Pedagogical Agents AAAI 2026

SpatialActor: Exploring Disentangled Spatial Representations for Robust Robotic Manipulation AAAI 2026

Bootstrapping Personalized Insulin Therapy via Model-Based Reinforcement Learning: An In Silico Study AAAI 2026

Semore: VLM-guided Enhanced Semantic Motion Representations for Visual Reinforcement Learning AAAI 2026