Agent Systems

A Theory of Adaptive Scaffolding for LLM-Based Pedagogical Agents AAAI 2026 AutoBool: Reinforcement-Learned LLM for Effective Automatic Systematic Reviews Boolean Query Generation EACL 2026 AutoLink: Autonomous Schema Exploration and Expansion for Scalable Schema Linking in Text-to-SQL at Scale AAAI 2026 Automated Creation and Enrichment Framework for Improved Invocation of Enterprise APIs as Tools AAAI 2026 Automated Human Strategic Behavior Modeling via Large Language Models AAAI 2026 Automating Android Build Repair: Bridging the Reasoning-Execution Gap in LLM Agents with Domain-Specific Tools EACL 2026 Automating Complex Document Workflows via Stepwise and Rollback-Enabled Operation Orchestration AAAI 2026 AutoReproduce: Automatic AI Experiment Reproduction with Paper Lineage ACL 2026 AutoTool: Efficient Tool Selection for Large Language Model Agents AAAI 2026 A Virtual Assistant for Architectural Design in a VR Environment EACL 2026 A Visualized Framework for Event Cooperation with Generative Agents AAAI 2026 BadScientist: Can a Research Agent Write Convincing but Unsound Papers that Fool LLM Reviewers? ACL 2026 BAMI: Training-Free Bias Mitigation in GUI Grounding CVPR 2026 BayesAgent: Bayesian Agentic Reasoning Under Uncertainty via Verbalized Probabilistic Graphical Modeling AAAI 2026 BayesFlow: A Probability Inference Framework for Meta-Agent Assisted Workflow Generation EACL 2026 Behavior Knowledge Merge in Reinforced Agentic Models ACL 2026 Behavior Regularization with Flow Latent Policy for Offline Reinforcement Learning AAAI 2026 Belief-Driven Value Alignment for Human-Robot Collaboration AAAI 2026 Benchmarking Web Agent Safety under E-commerce Deceptive Interfaces ACL 2026 Beyond Accuracy: A Cognitive Load Framework for Mapping the Capability Boundaries of Tool-use Agents AAAI 2026 Beyond Blind Following: Evaluating Robustness of LLM Agents under Imperfect Guidance EACL 2026 Beyond Itinerary Planning—A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks ACL 2026 Beyond IVR: Benchmarking Customer Support LLM Agents for Business-Adherence EACL 2026 Beyond Sequential Tools: A Unified VLM Agent System for Photographic Post-Processing via Dynamic Multi-Expert Fusion CVPR 2026 Beyond Single-shot Writing: Deep Research Agents are Unreliable at Multi-turn Report Revision ACL 2026