Agent Systems

From Word to World: Can Large Language Models be Implicit Text-based World Models? ACL 2026 FS-Researcher: Test-Time Scaling for Long-Horizon Research Tasks with File-System-Based Agents ACL 2026 FusionAgent: A Multimodal Agent with Dynamic Model Selection for Human Recognition CVPR 2026 FusionFlow: Enabling Deep Structural Exploration for Automated Agentic Workflow Generation ACL 2026 Future of Work in the Age of LLMs ACL 2026 Game-Theoretic Simulations Meet AI: Fast Policy Recommendations Under Data Scarcity (Student Abstract) AAAI 2026 GAM: Hierarchical Graph-based Agentic Memory for LLM Agents ACL 2026 GardenDesigner: Encoding Aesthetic Principles into Jiangnan Garden Construction via a Chain of Agents CVPR 2026 Gardener: An Agentic AI System for Single-Cell RNA Sequence Analysis ACL 2026 GARNET: GoT-Based Alert Reduction and Narrative Event Tracing AAAI 2026 GASim: A Graph-Accelerated Hybrid Framework for Social Simulation ACL 2026 GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks ACL 2026 GCA Framework: A GCC Countries–Grounded Dataset and Agentic Pipeline for Climate Decision Support ACL 2026 Generating Difficult-to-Translate Texts EACL 2026 GenesisFunc: Multi-Agent Data Generation for Accurate and Generalizable Function-Calling ACL 2026 Gentle Manipulation Policy Learning via Demonstrations from VLM Planned Atomic Skills AAAI 2026 Geometrically-Constrained Agent for Spatial Reasoning CVPR 2026 GitTaskBench: A Benchmark for Code Agents Solving Real-World Tasks Through Code Repository Leveraging AAAI 2026 Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs CVPR 2026 GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions AAAI 2026 GRAPHIA: Harnessing Social Graph Data to Enhance LLM-Based Social Simulation ACL 2026 Graph of Trace: Visualizing Execution Traces of Scientific Agents ACL 2026 Graph RAG for Automated Short Answer Grading with Feedback: Bridging Pedagogical Needs and Technical Capabilities AAAI 2026 Grounding Actions in Camera Space: Observation-Centric Vision-Language-Action Policy AAAI 2026 GTA: Generating Long-horizon Tasks for Web Agents at Scale ACL 2026