Unlocking Complex Visual Generation via Closed-Loop Verified Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Cheng, Hanbo, Lin, Limin, Zhang, Ruo, Pan, Yicheng, Du, Jun |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
DAWN: Dynamic Frame Avatar with Non-autoregressive Diffusion Framework for Talking Head Video Generation
by: Cheng, Hanbo, et al.
Published: (2024)
by: Cheng, Hanbo, et al.
Published: (2024)
CoRGI: Verified Chain-of-Thought Reasoning with Post-hoc Visual Grounding
by: Yi, Shixin, et al.
Published: (2025)
by: Yi, Shixin, et al.
Published: (2025)
Bidirectional Trained Tree-Structured Decoder for Handwritten Mathematical Expression Recognition
by: Cheng, Hanbo, et al.
Published: (2023)
by: Cheng, Hanbo, et al.
Published: (2023)
GenFusion: Closing the Loop between Reconstruction and Generation via Videos
by: Wu, Sibo, et al.
Published: (2025)
by: Wu, Sibo, et al.
Published: (2025)
No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers
by: Marsili, Damiano, et al.
Published: (2025)
by: Marsili, Damiano, et al.
Published: (2025)
LLM-Assist: Enhancing Closed-Loop Planning with Language-Based Reasoning
by: Sharan, S P, et al.
Published: (2023)
by: Sharan, S P, et al.
Published: (2023)
Generative Universal Verifier as Multimodal Meta-Reasoner
by: Zhang, Xinchen, et al.
Published: (2025)
by: Zhang, Xinchen, et al.
Published: (2025)
SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning
by: Ji, Yicheng, et al.
Published: (2025)
by: Ji, Yicheng, et al.
Published: (2025)
T2T-VICL: Unlocking the Boundaries of Cross-Task Visual In-Context Learning via Implicit Text-Driven VLMs
by: Xia, Shao-Jun, et al.
Published: (2025)
by: Xia, Shao-Jun, et al.
Published: (2025)
From Structure to Detail: Hierarchical Distillation for Efficient Diffusion Model
by: Cheng, Hanbo, et al.
Published: (2025)
by: Cheng, Hanbo, et al.
Published: (2025)
Mixture-of-Visual-Thoughts: Exploring Context-Adaptive Reasoning Mode Selection for General Visual Reasoning
by: Li, Zejun, et al.
Published: (2025)
by: Li, Zejun, et al.
Published: (2025)
EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations
by: Heng, Yongrui, et al.
Published: (2026)
by: Heng, Yongrui, et al.
Published: (2026)
Improving Medical Visual Reinforcement Fine-Tuning via Perception and Reasoning Augmentation
by: Yang, Guangjing, et al.
Published: (2026)
by: Yang, Guangjing, et al.
Published: (2026)
WeatherReasonSeg: A Benchmark for Weather-Aware Reasoning Segmentation in Visual Language Models
by: Du, Wanjun, et al.
Published: (2026)
by: Du, Wanjun, et al.
Published: (2026)
AlphaGRPO: Unlocking Self-Reflective Multimodal Generation in UMMs via Decompositional Verifiable Reward
by: Huang, Runhui, et al.
Published: (2026)
by: Huang, Runhui, et al.
Published: (2026)
EgoCoT-Bench: Benchmarking Grounded and Verifiable Operation-Centric Chain of Thought Reasoning for MLLMs
by: Dai, Yang, et al.
Published: (2026)
by: Dai, Yang, et al.
Published: (2026)
VISREAS: Complex Visual Reasoning with Unanswerable Questions
by: Akter, Syeda Nahida, et al.
Published: (2024)
by: Akter, Syeda Nahida, et al.
Published: (2024)
HumanEval-V: Benchmarking High-Level Visual Reasoning with Complex Diagrams in Coding Tasks
by: Zhang, Fengji, et al.
Published: (2024)
by: Zhang, Fengji, et al.
Published: (2024)
RADAR: Closed-Loop Robotic Data Generation via Semantic Planning and Autonomous Causal Environment Reset
by: Wang, Yongzhong, et al.
Published: (2026)
by: Wang, Yongzhong, et al.
Published: (2026)
Unified Multimodal Understanding via Byte-Pair Visual Encoding
by: Zhang, Wanpeng, et al.
Published: (2025)
by: Zhang, Wanpeng, et al.
Published: (2025)
GoViG: Goal-Conditioned Visual Navigation Instruction Generation via Multimodal Reasoning
by: Wu, Fengyi, et al.
Published: (2025)
by: Wu, Fengyi, et al.
Published: (2025)
EndoCogniAgent: Closed-Loop Agentic Reasoning with Self-Consistency Validation for Endoscopic Diagnosis
by: Tang, Yi, et al.
Published: (2025)
by: Tang, Yi, et al.
Published: (2025)
Beyond Visual Appearances: Privacy-sensitive Objects Identification via Hybrid Graph Reasoning
by: Jiang, Zhuohang, et al.
Published: (2024)
by: Jiang, Zhuohang, et al.
Published: (2024)
Enhancing Spatial Reasoning through Visual and Textual Thinking
by: Liang, Xun, et al.
Published: (2025)
by: Liang, Xun, et al.
Published: (2025)
The Geometry of Compromise: Unlocking Generative Capabilities via Controllable Modality Alignment
by: Liu, Hongyuan, et al.
Published: (2026)
by: Liu, Hongyuan, et al.
Published: (2026)
Masking Matters: Unlocking the Spatial Reasoning Capabilities of LLMs for 3D Scene-Language Understanding
by: Jeon, Yerim, et al.
Published: (2025)
by: Jeon, Yerim, et al.
Published: (2025)
Beyond Pixels: Visual Metaphor Transfer via Schema-Driven Agentic Reasoning
by: Xu, Yu, et al.
Published: (2026)
by: Xu, Yu, et al.
Published: (2026)
Place-it-R1: Unlocking Environment-aware Reasoning Potential of MLLM for Video Object Insertion
by: Gu, Bohai, et al.
Published: (2026)
by: Gu, Bohai, et al.
Published: (2026)
Med-CMR: A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic for Medical Complex Multimodal Reasoning
by: Gong, Haozhen, et al.
Published: (2025)
by: Gong, Haozhen, et al.
Published: (2025)
HaploOmni: Unified Single Transformer for Multimodal Video Understanding and Generation
by: Xiao, Yicheng, et al.
Published: (2025)
by: Xiao, Yicheng, et al.
Published: (2025)
PaLMR: Towards Faithful Visual Reasoning via Multimodal Process Alignment
by: Li, Yantao, et al.
Published: (2026)
by: Li, Yantao, et al.
Published: (2026)
SpatialReward: Verifiable Spatial Reward Modeling for Fine-Grained Spatial Consistency in Text-to-Image Generation
by: Zhou, Sashuai, et al.
Published: (2026)
by: Zhou, Sashuai, et al.
Published: (2026)
Product of Experts for Visual Generation
by: Zhang, Yunzhi, et al.
Published: (2025)
by: Zhang, Yunzhi, et al.
Published: (2025)
SARE: Sample-wise Adaptive Reasoning for Training-free Fine-grained Visual Recognition
by: Yang, Jingxiao, et al.
Published: (2026)
by: Yang, Jingxiao, et al.
Published: (2026)
Open-MAGVIT2: An Open-Source Project Toward Democratizing Auto-regressive Visual Generation
by: Luo, Zhuoyan, et al.
Published: (2024)
by: Luo, Zhuoyan, et al.
Published: (2024)
CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation
by: Tong, Chengzhuo, et al.
Published: (2026)
by: Tong, Chengzhuo, et al.
Published: (2026)
Reasoning Matters for 3D Visual Grounding
by: Huang, Hsiang-Wei, et al.
Published: (2026)
by: Huang, Hsiang-Wei, et al.
Published: (2026)
Unlocking Visual Secrets: Inverting Features with Diffusion Priors for Image Reconstruction
by: Zhang, Sai Qian, et al.
Published: (2024)
by: Zhang, Sai Qian, et al.
Published: (2024)
VISD: Enhancing Video Reasoning via Structured Self-Distillation
by: Lin, Hao, et al.
Published: (2026)
by: Lin, Hao, et al.
Published: (2026)
ViGoR-Bench: How Far Are Visual Generative Models From Zero-Shot Visual Reasoners?
by: Han, Haonan, et al.
Published: (2026)
by: Han, Haonan, et al.
Published: (2026)
Similar Items
-
DAWN: Dynamic Frame Avatar with Non-autoregressive Diffusion Framework for Talking Head Video Generation
by: Cheng, Hanbo, et al.
Published: (2024) -
CoRGI: Verified Chain-of-Thought Reasoning with Post-hoc Visual Grounding
by: Yi, Shixin, et al.
Published: (2025) -
Bidirectional Trained Tree-Structured Decoder for Handwritten Mathematical Expression Recognition
by: Cheng, Hanbo, et al.
Published: (2023) -
GenFusion: Closing the Loop between Reconstruction and Generation via Videos
by: Wu, Sibo, et al.
Published: (2025) -
No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers
by: Marsili, Damiano, et al.
Published: (2025)