Agent Systems

Cognitive Scaffold: From Fluid Context to Crystallized Memory for Long-Horizon DeepResearch Agents ACL 2026 Co-Layout: LLM-driven Co-optimization for Interior Layout AAAI 2026 ColorBrowserAgent: Complex Long-Horizon Browser Agent with Adaptive Knowledge Evolution ACL 2026 CoMA: Compositional Human Motion Generation with Multi-modal Agents AAAI 2026 Communication-Efficient Desire Alignment for Proactive Embodied Human–Agent Interaction ACL 2026 COMPASS: Enhancing Agent Long-Horizon Reasoning with Evolving Context ACL 2026 Conflict-Aware Memory for Embodied Agents: Enhancing Vector Data Quality via Detection Rules ACL 2026 Conformal Constrained Policy Optimization for Cost-Effective LLM Agents AAAI 2026 Connecting the Dots: Training-Free Visual Grounding via Agentic Reasoning AAAI 2026 ConstructAI: From Real-Time Safety Insight to Skill Growth in Deployed Construction AI Systems AAAI 2026 Constructing coherent spatial memory in LLM agents through graph rectification ACL 2026 Context Selection and Rewriting for Video-based Educational Question Generation AAAI 2026 Controllable Memory Usage: Balancing Anchoring and Innovation in Long-Term Human–Agent Interaction ACL 2026 ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders EACL 2026 CorrectNav: Self-Correction Flywheel Empowers Vision-Language-Action Navigation Model AAAI 2026 CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents ACL 2026 CoS: Towards Optimal Event Scheduling via Chain-of-Scheduling AAAI 2026 COVR: Collaborative Optimization of VLMs and RL Agent for Visual-Based Control AAAI 2026 CP-Search: A Chain Progressive Search Training Framework Incentivizing the Cognitive Behaviors for Searching in LLMs AAAI 2026 Current Agents Fail to Leverage World Model as Tool for Foresight ACL 2026 C-World: A Computer Use Agent Environment Creator ACL 2026 DAC-Bench: A Decision-Aware Benchmark for Compositional Mobile GUI Tasks ACL 2026 DashboardQA: Benchmarking Multimodal Agents for Question Answering on Interactive Dashboards EACL 2026 DDIN: Reinforcement Learning with Asymmetric GNNs for Dismantling Directed Interdependent Networks (Student Abstract) AAAI 2026 Debate, Deliberate, Decide (D3): A Cost-Aware Adversarial Framework for Reliable and Interpretable LLM Evaluation EACL 2026