agentic framework

CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization AAAI 2026 DeepSieve: Information Sieving via LLM-as-a-Knowledge-Router EACL 2026 Do Multi-Agents Solve Better Than Single? Evaluating Agentic Frameworks for Diagram-Grounded Geometry Problem Solving and Reasoning EACL 2026 LensWalk: Agentic Video Understanding by Planning How You See in Videos CVPR 2026 LLM4Cell: Taxonomy and Evaluation of LLM and Agentic Models for Single-Cell Biology ACL 2026 Multimodal DeepResearcher: Generating Text-Chart Interleaved Reports from Scratch with Agentic Framework AAAI 2026 OctoT2I: A Self-Evolving Agentic Text-to-Image Router CVPR 2026 Patho-AgenticRAG: Towards Multimodal Agentic Retrieval-Augmented Generation for Pathology VLMs via Reinforcement Learning AAAI 2026 SAGE: Scalable Agentic 3D Scene Generation for Embodied AI CVPR 2026 Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding ACL 2026 SlideAgent: Hierarchical Agentic Framework for Multi-Page Visual Document Understanding ACL 2026 SlideTailor: Personalized Presentation Slide Generation for Scientific Papers AAAI 2026 Speech-Hands: A Self-Reflection Voice Agentic Approach to Speech Recognition and Audio Reasoning with Omni Perception ACL 2026 SQL-Trail: Multi-Turn Reinforcement Learning with Interleaved Feedback for Text-to-SQL ACL 2026 ToolOmni: Enabling Open-World Tool Use via Agentic learning with Proactive Retrieval and Grounded Execution ACL 2026 Vinedresser3D: Towards Agentic Text-guided 3D Editing CVPR 2026 Yo'City: Personalized and Boundless 3D Realistic City Scene Generation via Self-Critic Expansion CVPR 2026 Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation CVPR 2025 AutoSpec: An Agentic Framework for Automatically Drafting Patent Specification EMNLP 2025 Beyond Numeric Rewards: In-Context Dueling Bandits with LLM Agents ACL 2025 Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options ICML 2025 Mirror in the Model: Ad Banner Image Generation via Reflective Multi-LLM and Multi-modal Agents EMNLP 2025 Multi-Step Generation of Test Specifications using Large Language Models for System-Level Requirements ACL 2025 PreGenie: An Agentic Framework for High-quality Visual Presentation Generation EMNLP 2025 Recon, Answer, Verify: Agents in Search of Truth EMNLP 2025