Agent Systems

Live API-Bench: 2500+ Live APIs for Testing Multi-Step Tool Calling EACL 2026 LLM Agents in Law: Taxonomy, Applications, and Challenges ACL 2026 LLM-as-Scheduler: Agentic Workflow Dynamic Scheduling ACL 2026 LLM-Based Agent for Competitive Landscape Mapping in Drug Asset Due Diligence AAAI 2026 LLM-Enabled Scientific Knowledge Diffusion Analysis AAAI 2026 LLMTM: Benchmarking and Optimizing LLMs for Temporal Motif Analysis in Dynamic Graphs AAAI 2026 LOG-Nav: Efficient Layout-Aware Object-Goal Navigation with Hierarchical Planning AAAI 2026 LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding CVPR 2026 LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling CVPR 2026 Lost in Execution: On the Multilingual Robustness of Tool Calling in Large Language Models ACL 2026 Lost in Simulation: LLM-Simulated Users are Unreliable Proxies for Human Users in Agentic Evaluations ACL 2026 MaDS: Long-Horizon GUI Automation via Synergizing Dual-Layer Memory and Multi-Round Debate ACL 2026 MageBench: Bridging Large Multimodal Models to Agents WACV 2026 MAGMA: A Multi-Graph based Agentic Memory Architecture for AI Agents ACL 2026 MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution ACL 2026 ManiLong-Shot: Interaction-Aware One-Shot Imitation Learning for Long-Horizon Manipulation AAAI 2026 MapAgent: A Hierarchical Agent for Geospatial Reasoning with Dynamic Map Tool Integration EACL 2026 MAPS: A Multilingual Benchmark for Agent Performance and Security EACL 2026 MAPS: Multi-Agent Personality Shaping for Collaborative Reasoning AAAI 2026 MAQuA: Multi-outcome Adaptive Question-Asking for Mental Health using Item Response Theory EACL 2026 MARS: Multi-Agent Adaptive Reasoning with Socratic Guidance for Automated Prompt Optimization AAAI 2026 MAS-Bench: A Unified Benchmark for Shortcut-Augmented Hybrid Mobile GUI Agents ACL 2026 MASFactory: A Graph-centric Framework for Orchestrating LLM-Based Multi-Agent Systems with Vibe Graphing ACL 2026 Mask2IV: Interaction-Centric Video Generation via Mask Trajectories AAAI 2026 MCP-AgentBench: Evaluating Real-World Language Agent Performance with MCP-Mediated Tools AAAI 2026