ZG

Zhengyang Geng

0009-0006-9903-2716

cs.CVcs.LGcs.AIcs.MMcs.CL

On Valency

published · living versions

A Better Critic Matters for Distribution Matching Distillation

with Zongze Wu, Xianbang Wang, Mingdeng Cao, Zhoutong Zhang +3

1 version

W_enwf5tu9v1 · current

Preprints & journals

22 papers in the corpus · 2021–2026

Witness Overlap: Directional Provenance Inside Open-Weight Model Families

Siyuan Li, Haoxuan Zeng, Xin Luo et al.

0 citations

2609.31784v22026arXiv

One-Step Diffusion and Flow Distillation Through Implicit Generator Matching.

Huang, Zemin, Luo, Weijian, Geng, Zhengyang et al.

0 citations

418709292026IEEE transactions on pattern analysis and machine intelligence. 2026;48(8):9156-9167

Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning

Benhao Huang, Zhengyang Geng, Zico Kolter

0 citations

2605.21488v12026arXiv

Representation Fréchet Loss for Visual Generation

Jiawei Yang, Zhengyang Geng, Xuan Ju et al.

0 citations

2604.28190v12026arXiv

One-step Latent-free Image Generation with Pixel Mean Flows

Yiyang Lu, Susie Lu, Qiao Sun et al.

1 citation

2601.22158v32026arXiv

Improved Mean Flows: On the Challenges of Fastforward Generative Models

Zhengyang Geng, Yiyang Lu, Zongze Wu et al.

0 citations

2512.02012v22025arXiv

RBench-V: A Primary Assessment for Visual Reasoning Models with Multi-modal Outputs

Meng-Hao Guo, Xuanyu Chu, Qianrui Yang et al.

0 citations

2505.16770v22025arXiv

Mean Flows for One-step Generative Modeling

Zhengyang Geng, Mingyang Deng, Xingjian Bai et al.

36 citations

2505.13447v12025arXiv

David and Goliath: Small One-step Model Beats Large Diffusion with Score Post-training

Weijian Luo, Colin Zhang, Debing Zhang et al.

0 citations

2410.20898v32024arXiv

Flow Generator Matching

Zemin Huang, Zhengyang Geng, Weijian Luo et al.

3 citations

2410.19310v12024arXiv

Stable Consistency Tuning: Understanding and Improving Consistency Models

Fu-Yun Wang, Zhengyang Geng, Hongsheng Li

0 citations

2410.18958v32024arXiv

One-Step Diffusion Distillation through Score Implicit Matching

Weijian Luo, Zemin Huang, Zhengyang Geng et al.

12 citations

2410.16794v12024NeurIPS 2024

Consistency Models Made Easy

Zhengyang Geng, Ashwini Pokle, William Luo et al.

1 citation

2406.14548v22024arXiv

Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Tianle Cai, Yuhong Li, Zhengyang Geng et al.

27 citations

2401.10774v32024arXiv

One-Step Diffusion Distillation via Deep Equilibrium Models

Zhengyang Geng, Ashwini Pokle, J. Zico Kolter

8 citations

2401.08639v12023arXiv

TorchDEQ: A Library for Deep Equilibrium Models

Zhengyang Geng, J. Zico Kolter

3 citations

2310.18605v12023arXiv

Equilibrium Image Denoising With Implicit Differentiation.

Chen, Qi, Wang, Yifei, Geng, Zhengyang et al.

12 citations

370283482025IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2023;32:1868-1881

Deep Equilibrium Approaches to Diffusion Models

Ashwini Pokle, Zhengyang Geng, Zico Kolter

13 citations

2210.12867v12022arXiv

Eliminating Gradient Conflict in Reference-based Line-Art Colorization

Zekun Li, Zhengyang Geng, Zhao Kang et al.

38 citations

2207.06095v32022arXiv

Deep Equilibrium Optical Flow Estimation

Shaojie Bai, Zhengyang Geng, Yash Savani et al.

49 citations

2204.08442v12022arXiv

On Training Implicit Models

Zhengyang Geng, Xin-Yu Zhang, Shaojie Bai et al.

15 citations

2111.05177v42021arXiv

Residual Relaxation for Multi-view Representation Learning

Yifei Wang, Zhengyang Geng, Feng Jiang et al.

12 citations

2110.15348v12021arXiv

Career total: 24 works. 22 are in this corpus.

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