Virgo: A Preliminary Exploration on Reproducing o1-like MLLM
Fuente:
arXiv
Saved in:
| Main Authors: | Du, Yifan, Liu, Zikang, Li, Yifan, Zhao, Wayne Xin, Huo, Yuqi, Wang, Bingning, Chen, Weipeng, Liu, Zheng, Wang, Zhongyuan, Wen, Ji-Rong |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Towards Event-oriented Long Video Understanding
by: Du, Yifan, et al.
Published: (2024)
by: Du, Yifan, et al.
Published: (2024)
Exploring the Design Space of Visual Context Representation in Video MLLMs
by: Du, Yifan, et al.
Published: (2024)
by: Du, Yifan, et al.
Published: (2024)
Efficient Motion-Aware Video MLLM
by: Zhao, Zijia, et al.
Published: (2025)
by: Zhao, Zijia, et al.
Published: (2025)
Beyond Filtering: Adaptive Image-Text Quality Enhancement for MLLM Pretraining
by: Huang, Han, et al.
Published: (2024)
by: Huang, Han, et al.
Published: (2024)
Needle In A Video Haystack: A Scalable Synthetic Evaluator for Video MLLMs
by: Zhao, Zijia, et al.
Published: (2024)
by: Zhao, Zijia, et al.
Published: (2024)
Towards Long-horizon Agentic Multimodal Search
by: Du, Yifan, et al.
Published: (2026)
by: Du, Yifan, et al.
Published: (2026)
Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning
by: Li, Yifan, et al.
Published: (2025)
by: Li, Yifan, et al.
Published: (2025)
Unveiling the Flaws: Exploring Imperfections in Synthetic Data and Mitigation Strategies for Large Language Models
by: Chen, Jie, et al.
Published: (2024)
by: Chen, Jie, et al.
Published: (2024)
Less is More: High-value Data Selection for Visual Instruction Tuning
by: Liu, Zikang, et al.
Published: (2024)
by: Liu, Zikang, et al.
Published: (2024)
Do we Really Need Visual Instructions? Towards Visual Instruction-Free Fine-tuning for Large Vision-Language Models
by: Liu, Zikang, et al.
Published: (2025)
by: Liu, Zikang, et al.
Published: (2025)
Analyzing and Mitigating Object Hallucination: A Training Bias Perspective
by: Li, Yifan, et al.
Published: (2025)
by: Li, Yifan, et al.
Published: (2025)
Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models
by: Li, Yifan, et al.
Published: (2024)
by: Li, Yifan, et al.
Published: (2024)
TubeMLLM: A Foundation Model for Topology Knowledge Exploration in Vessel-like Anatomy
by: Liu, Yaoyu, et al.
Published: (2026)
by: Liu, Yaoyu, et al.
Published: (2026)
Improving Vision-language Models with Perception-centric Process Reward Models
by: Min, Yingqian, et al.
Published: (2026)
by: Min, Yingqian, et al.
Published: (2026)
Extracting and Combining Abilities For Building Multi-lingual Ability-enhanced Large Language Models
by: Chen, Zhipeng, et al.
Published: (2024)
by: Chen, Zhipeng, et al.
Published: (2024)
AVC-DPO: Aligned Video Captioning via Direct Preference Optimization
by: Tang, Jiyang, et al.
Published: (2025)
by: Tang, Jiyang, et al.
Published: (2025)
What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning
by: Du, Yifan, et al.
Published: (2023)
by: Du, Yifan, et al.
Published: (2023)
PAL-UI: Planning with Active Look-back for Vision-Based GUI Agents
by: Liu, Zikang, et al.
Published: (2025)
by: Liu, Zikang, et al.
Published: (2025)
CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM
by: Xu, Jingwei, et al.
Published: (2024)
by: Xu, Jingwei, et al.
Published: (2024)
The Dawn of Video Generation: Preliminary Explorations with SORA-like Models
by: Zeng, Ailing, et al.
Published: (2024)
by: Zeng, Ailing, et al.
Published: (2024)
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents
by: Chen, Boyu, et al.
Published: (2025)
by: Chen, Boyu, et al.
Published: (2025)
Vision to Geometry: 3D Spatial Memory for Sequential Embodied MLLM Reasoning and Exploration
by: Cai, Zhongyi, et al.
Published: (2025)
by: Cai, Zhongyi, et al.
Published: (2025)
Revisiting the Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization
by: Du, Yifan, et al.
Published: (2025)
by: Du, Yifan, et al.
Published: (2025)
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
by: Yao, Huanjin, et al.
Published: (2024)
by: Yao, Huanjin, et al.
Published: (2024)
Dual-Pathway Geometry-Aware MLLM for Spatial Intelligence
by: Zheng, Yufei, et al.
Published: (2026)
by: Zheng, Yufei, et al.
Published: (2026)
Spatio-Temporal Data Enhanced Vision-Language Model for Traffic Scene Understanding
by: Ma, Jingtian, et al.
Published: (2025)
by: Ma, Jingtian, et al.
Published: (2025)
LongReD: Mitigating Short-Text Degradation of Long-Context Large Language Models via Restoration Distillation
by: Dong, Zican, et al.
Published: (2025)
by: Dong, Zican, et al.
Published: (2025)
Joint Deblurring and 3D Reconstruction for Macrophotography
by: Zhao, Yifan, et al.
Published: (2025)
by: Zhao, Yifan, et al.
Published: (2025)
Preliminary Explorations with GPT-4o(mni) Native Image Generation
by: Cao, Pu, et al.
Published: (2025)
by: Cao, Pu, et al.
Published: (2025)
Assessing Model Generalization in Vicinity
by: Liu, Yuchi, et al.
Published: (2024)
by: Liu, Yuchi, et al.
Published: (2024)
Learning to See and Act: Task-Aware Virtual View Exploration for Robotic Manipulation
by: Bai, Yongjie, et al.
Published: (2025)
by: Bai, Yongjie, et al.
Published: (2025)
AIC MLLM: Autonomous Interactive Correction MLLM for Robust Robotic Manipulation
by: Xiong, Chuyan, et al.
Published: (2024)
by: Xiong, Chuyan, et al.
Published: (2024)
LLaVA-UHD v2: an MLLM Integrating High-Resolution Semantic Pyramid via Hierarchical Window Transformer
by: Zhang, Yipeng, et al.
Published: (2024)
by: Zhang, Yipeng, et al.
Published: (2024)
UNICBench: UNIfied Counting Benchmark for MLLM
by: Rong, Chenggang, et al.
Published: (2026)
by: Rong, Chenggang, et al.
Published: (2026)
A Survey on MLLM-based Visually Rich Document Understanding: Methods, Challenges, and Emerging Trends
by: Ding, Yihao, et al.
Published: (2025)
by: Ding, Yihao, et al.
Published: (2025)
Enhancing MLLM Spatial Understanding via Active 3D Scene Exploration for Multi-Perspective Reasoning
by: Chen, Jiahua, et al.
Published: (2026)
by: Chen, Jiahua, et al.
Published: (2026)
A Preliminary Exploration Towards General Image Restoration
by: Kong, Xiangtao, et al.
Published: (2024)
by: Kong, Xiangtao, et al.
Published: (2024)
Bridging Textual-Collaborative Gap through Semantic Codes for Sequential Recommendation
by: Liu, Enze, et al.
Published: (2025)
by: Liu, Enze, et al.
Published: (2025)
Exploration of Reproducible Generated Image Detection
by: Duan, Yihang
Published: (2025)
by: Duan, Yihang
Published: (2025)
Can MLLMs Reason Beyond Language? VisReason: A Comprehensive Benchmark for Vision-Centric Reasoning
by: Guo, Longteng, et al.
Published: (2026)
by: Guo, Longteng, et al.
Published: (2026)
Similar Items
-
Towards Event-oriented Long Video Understanding
by: Du, Yifan, et al.
Published: (2024) -
Exploring the Design Space of Visual Context Representation in Video MLLMs
by: Du, Yifan, et al.
Published: (2024) -
Efficient Motion-Aware Video MLLM
by: Zhao, Zijia, et al.
Published: (2025) -
Beyond Filtering: Adaptive Image-Text Quality Enhancement for MLLM Pretraining
by: Huang, Han, et al.
Published: (2024) -
Needle In A Video Haystack: A Scalable Synthetic Evaluator for Video MLLMs
by: Zhao, Zijia, et al.
Published: (2024)