Agent Systems

RECAP: REwriting Conversations for Intent Understanding in Agentic Planning EACL 2026 ReCoQA: A Benchmark for Tool-Augmented and Multi-Step Reasoning in Real Estate Question and Answering ACL 2026 ReCreate: Reasoning and Creating Domain Agents Driven by Experience ACL 2026 ReFAct: Empowering Multimodal Web Agents with Visual and Context Focusing CVPR 2026 Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization ACL 2026 RefLens: End-to-End Evidence-Grounded Citation Verification with LLM Agents AAAI 2026 RefRea: Reference-Guided Reasoning with Meta-Cognition for Accurate Language Model Agents AAAI 2026 Reinforcement Learning for Self-Improving Agent with Skill Library ACL 2026 Requirements for Aligned, Dynamic Resolution of Conflicts in Operational Constraints AAAI 2026 RescueLens: LLM-Powered Triage and Action on Volunteer Feedback for Food Rescue AAAI 2026 Resilience in Ambient Multi-Agent LLMs via Decentralized Bio-Autonomic Control and Immune-Inspired Anomaly Detection AAAI 2026 ResNet-GA: Evolutionary Deep Learning Models for Adversarial Defense (Student Abstract) AAAI 2026 Resolving Evidence Sparsity: Agentic Context Engineering for Long-Document Understanding CVPR 2026 RESPOND: Realistic Environment Simulation of Population and Natural Disasters with LLM-Driven Agents AAAI 2026 RESPOND: Realistic Environment Simulation of Population and Natural Disasters with LLM-Driven Agents (Student Abstract) AAAI 2026 Rethinking Progression of Memory State in Robotic Manipulation: An Object-Centric Perspective AAAI 2026 Rethinking Scale: Deployment Trade-offs of Small Language Models under Agent Paradigms ACL 2026 Rethinking the Role of Entropy in Optimizing Tool-Use Behaviors for Large Language Model Agents ACL 2026 RetouchIQ: MLLM Agents for Instruction-Based Image Retouching with Generalist Reward CVPR 2026 Revisiting Fairness-aware Interactive Recommendation: Item Lifecycle as a Control Knob AAAI 2026 RExBench: Can coding agents autonomously implement AI research extensions? ACL 2026 ReX-MLE: The Autonomous Agent Benchmark for Medical Imaging Challenges MIDL 2026 RIMRULE: Improving Tool-Using Language Agents via MDL-Guided Rule Learning ACL 2026 RISK: A Framework for GUI Agents in E-commerce Risk Management ACL 2026 RMLer: Synthesizing Novel Objects Across Diverse Categories via Reinforcement Mixing Learning AAAI 2026