Agent Systems

Seeing as Experts Do: A Knowledge-Augmented Agent for Open-Set Fine-Grained Visual Understanding CVPR 2026 See, Record, Do: Automated Generation of UI Workflows from Tutorial Videos WACV 2026 See, Think, Act: Teaching Multimodal Agents to Effectively Interact with GUI by Identifying Toggles CVPR 2026 SegMem-RAG: Adaptive Memory for Retrieval-Augmented Generation in Open-Ended Knowledge Environments AAAI 2026 Self-Interpretable Subgraph Neural Network with Deep Reinforcement Walk Exploration AAAI 2026 Semantic Audio-Visual Navigation in Continuous Environments CVPR 2026 Semore: VLM-guided Enhanced Semantic Motion Representations for Visual Reinforcement Learning AAAI 2026 SenseSearch: Empowering Vision-Language Models with High-Resolution Agentic Search-Reasoning via Reinforcement Learning CVPR 2026 Sentient: Detecting APTs via Capturing Indirect Dependencies and Behavioral Logic AAAI 2026 SERL: Self-Examining Reinforcement Learning on Open-Domain AAAI 2026 SGVEF-LOOP: Coverage-Guided Progressive Topological Exploration and Fact-Grounded Metamorphic Evaluation for MCP Agents ACL 2026 SHADOW: Dynamic-Aware Credit Assignment Against Long-Horizon Tasks AAAI 2026 SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets AAAI 2026 ShopperBench: A Benchmark for Personalized Shopping with Persona-Guided Simulation EACL 2026 ShoppingBench: A Real-World Intent-Grounded Shopping Benchmark for LLM-based Agents AAAI 2026 ShopSimulator: Evaluating and Exploring RL-Driven LLM Agent for Shopping Assistants ACL 2026 ShowUI-p: Flow-based Generative Models as GUI Dexterous Hands CVPR 2026 SICNav: Safe and Interactive Crowd Navigation Using Model Predictive Control and Bilevel Optimization (Abstract Reprint) AAAI 2026 Simple Agents Outperform Experts in Biomedical Imaging Workflow Optimization CVPR 2026 SimRPD: Optimizing Recruitment Proactive Dialogue Agents through Simulator-Based Data Evaluation and Selection ACL 2026 Simulating Human-Like Counseling: A Path- and Scenario-Guided Framework for Psychological Support Dialogue AAAI 2026 SIRAJ: Diverse and Efficient Red-Teaming for LLM Agents via Distilled Structured Reasoning EACL 2026 Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs EACL 2026 SkillGen: Learning Domain Skills for In-Context Sequential Decision Making AAAI 2026 SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World AAAI 2026