Trust Your Instincts: Confidence-Driven Test-Time RL for Vision-Language-Action Models
Test-time reinforcement learning for vision-language-action models.
siyao-chen
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Segment-Aligned Policy Optimization for Multi-Modal Reasoning
A comprehensive benchmark specifically designed to evaluate the reasoning capability of MLLMs.
lei-gao
FlowSearch: Advancing Deep Research with Dynamic Structured Knowledge Flow
A multi-agent system built upon the dynamic structured knowledge flow.
yusong-hu
Controllable Memory Usage: Balancing Anchoring and Innovation in Long-Term Human-Agent Interaction
A framework that allows users to dynamically regulate memory reliance.
muzhao-tian
Omniquality-R: Advanced Reward Models through All-Encompassing Quality Assessment
A unified reward modeling framework that transforms multi-task quality reasoning into continuous and interpretable reward signals .
yiting-lu
Lumina-Image 2.0: A Unified and Efficient Image Generative Framework
State-of-the-art text-to-image generation model.
qi-qin
Chimera: Improving Generalist Model with Domain-Specific Experts
A scalable and low-cost multi-modal pipeline to boost existing LMMs with domain-specific experts.
tianshuo-peng
MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs
A comprehensive benchmark specifically designed to evaluate the reasoning capability of MLLMs.
jiakang-yuan
SurveyForge: On the Outline Heuristics, Memory-Driven Generation, and Multi-dimensional Evaluation for Automated Survey Writing
SurveyForge automatically generates and refines the content of surveys.
xiangchao-yan
Dolphin: Moving Towards Closed-loop Auto-research through Thinking, Practice, and Feedback
A closed-loop auto-research framework that enables autonomous scientific research through thinking, practice, and feedback.
jiakang-yuan