{"total":51,"rows":[{"id":"2505.15436","title":"Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs","created":"2025-05-21","cited_by_count":96,"area":"lr"},{"id":"2504.12679","title":"TongUI: Internet-Scale Trajectories from Multimodal Web Tutorials for Generalized GUI Agents","created":"2025-04-17","cited_by_count":42,"area":"agents"},{"id":"2510.15994","title":"MCP Security Bench (MSB): Benchmarking Attacks Against Model Context Protocol in LLM Agents","created":"2025-10-14","cited_by_count":42,"area":"agents"},{"id":"2509.23866","title":"Efficient Multi-turn RL for GUI Agents via Decoupled Training and Adaptive Data Curation","created":"2025-09-28","cited_by_count":26,"area":"lr"},{"id":"2510.02837","title":"Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents","created":"2025-10-03","cited_by_count":24,"area":"lr"},{"id":"2510.10991","title":"A Survey on Agentic Multimodal Large Language Models","created":"2025-10-13","cited_by_count":23,"area":"mllm"},{"id":"2505.22038","title":"Balanced Token Pruning: Accelerating Vision Language Models Beyond Local Optimization","created":"2025-05-28","cited_by_count":20,"area":"mllm"},{"id":"2504.21561","title":"Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning","created":"2025-04-30","cited_by_count":19,"area":"mllm"},{"id":"2512.04220","title":"On Group Relative Policy Optimization Collapse in Agent Search: The Lazy Likelihood-Displacement","created":"2025-12-03","cited_by_count":15,"area":"lr"},{"id":"2510.06664","title":"ToolMem: Enhancing Multimodal Agents with Learnable Tool Capability Memory","created":"2025-10-08","cited_by_count":14,"area":"mllm"},{"id":"2508.03284","title":"ToolVQA: A Dataset for Multi-step Reasoning VQA with External Tools","created":"2025-08-05","cited_by_count":13,"area":null},{"id":"2509.20502","title":"MARS: toward more efficient multi-agent collaboration for LLM reasoning","created":"2025-09-24","cited_by_count":13,"area":"lr"},{"id":"2503.23768","title":"Texture or Semantics? Vision-Language Models Get Lost in Font Recognition","created":"2025-03-31","cited_by_count":11,"area":"mllm"},{"id":"2510.24285","title":"ViPER: Empowering the Self-Evolution of Visual Perception Abilities in Vision-Language Model","created":"2025-10-28","cited_by_count":11,"area":"mllm"},{"id":"2505.15616","title":"LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language Models","created":"2025-05-21","cited_by_count":9,"area":"lr"},{"id":"2503.19263","title":"DWIM: Towards Tool-aware Visual Reasoning via Discrepancy-aware Workflow Generation & Instruct-Masking Tuning","created":"2025-03-25","cited_by_count":8,"area":"lr"},{"id":"2412.18428","title":"Multi-Modal Data Exploration via Language Agents","created":"2024-12-24","cited_by_count":7,"area":"agents"},{"id":"2502.04358","title":"Position: Scaling LLM Agents Requires Asymptotic Analysis with LLM Primitives","created":"2025-02-04","cited_by_count":7,"area":"agents"},{"id":"2605.14747","title":"Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining","created":"2026-05-14","cited_by_count":7,"area":"mllm"},{"id":"2605.12571","title":"VideoSEAL: Mitigating Evidence Misalignment in Agentic Long Video Understanding by Decoupling Answer Authority","created":"2026-05-12","cited_by_count":6,"area":"agents"},{"id":"2506.09656","title":"Multi-level Value Alignment in Agentic AI Systems: Survey and Perspectives","created":"2025-06-11","cited_by_count":5,"area":"agents"},{"id":"2510.10880","title":"Where on Earth? A Vision-Language Benchmark for Probing Model Geolocation Skills Across Scales","created":"2025-10-13","cited_by_count":5,"area":"mllm"},{"id":"2512.08980","title":"Training Multi-Image Vision Agents via End2End Reinforcement Learning","created":"2025-12-05","cited_by_count":4,"area":"lr"},{"id":"2603.16777","title":"Anticipatory Planning for Multimodal AI Agents","created":"2026-03-17","cited_by_count":4,"area":"lr"},{"id":"2603.26266","title":"GUIDE: Resolving Domain Bias in GUI Agents through Real-Time Web Video Retrieval and Plug-and-Play Annotation","created":"2026-03-27","cited_by_count":4,"area":"mllm"},{"id":"2604.00267","title":"Omni-MMSI: Toward Identity-attributed Social Interaction Understanding","created":"2026-03-31","cited_by_count":4,"area":null},{"id":"2508.18805","title":"Hidden Tail: Adversarial Image Causing Stealthy Resource Consumption in Vision-Language Models","created":"2025-08-26","cited_by_count":3,"area":"mllm"},{"id":"2510.20310","title":"Multi-Step Reasoning for Embodied Question Answering via Tool Augmentation","created":"2025-10-23","cited_by_count":3,"area":null},{"id":"2601.06176","title":"TIR-Flow: Active Video Search and Reasoning with Frozen VLMs","created":"2026-01-07","cited_by_count":3,"area":"lr"},{"id":"2602.18773","title":"LAMMI-Pathology: A Tool-Centric Bottom-Up LVLM-Agent Framework for Molecularly Informed Medical Intelligence in Pathology","created":"2026-02-21","cited_by_count":3,"area":"agents"},{"id":"2603.02688","title":"Retrieval-Augmented Robots via Retrieve-Reason-Act","created":"2026-03-03","cited_by_count":2,"area":"rag"},{"id":"2506.17462","title":"General-Purpose Robotic Navigation via LVLM-Orchestrated Perception, Reasoning, and Acting","created":"2025-06-20","cited_by_count":1,"area":"lr"},{"id":"2507.21924","title":"MMAT-1M: A Large Reasoning Dataset for Multimodal Agent Tuning","created":"2025-07-29","cited_by_count":1,"area":"lr"},{"id":"2509.05368","title":"Long-Horizon Visual Imitation Learning via Plan and Code Reflection","created":"2025-09-04","cited_by_count":1,"area":"offlinerl"},{"id":"2509.17425","title":"Evaluating Multimodal Large Language Models with Daily Composite Tasks in Home Environments","created":"2025-09-22","cited_by_count":1,"area":"mllm"},{"id":"2510.08567","title":"MATRIX: Multimodal Agent Tuning for Robust Tool-Use Reasoning","created":"2025-10-09","cited_by_count":1,"area":"lr"},{"id":"2512.15933","title":"City Navigation in the Wild: Exploring Emergent Navigation from Web-Scale Knowledge in MLLMs","created":"2025-12-17","cited_by_count":1,"area":"lr"},{"id":"2601.22571","title":"PerfGuard: A Performance-Aware Agent for Visual Content Generation","created":"2026-01-30","cited_by_count":1,"area":"agents"},{"id":"2606.01199","title":"Can LLM Agents Sustain Long-Horizon Organizational Dynamics?","created":"2026-05-31","cited_by_count":1,"area":"agents"},{"id":"2607.08497","title":"Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing","created":"2026-07-09","cited_by_count":1,"area":null},{"id":"2607.14145","title":"ToolAnchor: Anchoring Counterfactual Context to Boost Agentic Tool-use Capability","created":"2026-07-14","cited_by_count":1,"area":"agents"},{"id":"2608.14047","title":"Evolve Vision-Language-Action Model into an Agent with On-the-fly Tool-use","created":"2026-08-14","cited_by_count":1,"area":"vla"},{"id":"2508.11294","title":"Allen: Rethinking MAS Design through Step-Level Policy Autonomy","created":"2025-08-15","cited_by_count":0,"area":null},{"id":"2512.07853","title":"GPU Memory Prediction for Multimodal Model Training","created":"2025-11-26","cited_by_count":0,"area":"agents"},{"id":"2604.03631","title":"Single-agent vs. Multi-agents for Automated Video Analysis of On-Screen Collaborative Learning Behaviors","created":"2026-04-04","cited_by_count":0,"area":"agents"},{"id":"2604.17475","title":"Waking Up Blind: Cold-Start Optimization of Supervision-Free Agentic Trajectories for Grounded Visual Perception","created":"2026-04-19","cited_by_count":0,"area":"mllm"},{"id":"2605.02940","title":"PrismAgent: Illuminating Harm in Memes via a Zero-Shot Interpretable Multi-Agent Framework","created":"2026-05-01","cited_by_count":0,"area":"safety"},{"id":"2606.31392","title":"ReGRPO: Reflection-Augmented Policy Optimization for Tool-Using Agents","created":"2026-06-30","cited_by_count":0,"area":"mllm"},{"id":"2608.08219","title":"VTO: Visual Tool Orchestration for Video Anomaly Detection","created":"2026-08-08","cited_by_count":0,"area":"lr"},{"id":"2610.12957","title":"JoyInside-VLM-Agent: Product-Conditioned Multimodal Policy Learning for Embodied Agents","created":"2026-10-09","cited_by_count":0,"area":"agents"},{"id":"2610.17710","title":"Adaptive-Group Process Rewards for GUI Agents","created":"2026-10-13","cited_by_count":0,"area":"agents"}],"next_cursor":null}