Peter Lin

Shanchuan Lin

Research

Adversarial Flow Series Foundational research
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Adversarial Flow Models

Unifying adversarial and flow models

S Lin, C Yang, Z Lin, H Chen, H Fan
ICML
Nov 2025
Paper Code
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Continuous Adversarial Flow Models

Bringing adversarial training to continuous time

S Lin, C Yang, Z Lin, H Chen, H Fan
ECCV
Apr 2026
Paper Code
APT Series Real-time video generation

APT1

One-step real-time video generation

S Lin, X Xia, Y Ren, C Yang, X Xiao, L Jiang
ICML
Jan 2025
Project Paper

APT2

Interactive streaming video generation

S Lin, C Yang, H He, J Jiang, Y Ren, X Xia, Y Zhao, X Xiao, L Jiang
NeurIPS
Jun 2025
Project Paper
Lightning Series Diffusion distillation
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SDXL-Lightning

Lightning-fast image generation

S Lin, A Wang, X Yang
Feb 2024
Model Paper

AnimateDiff-Lightning

Lightning-fast animation generation

S Lin, X Yang
Mar 2024
Model Paper
Diffusion Series Foundational research
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Common diffusion noise schedules and sample steps are flawed

S Lin, B Liu, J Li, X Yang
WACV
May 2023
Paper
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Diffusion model with perceptual loss

S Lin, X Yang
Dec 2023
Paper
Matting Series

Background Matting V2

Real-time high-resolution background matting

S Lin*, A Ryabtsev*, S Sengupta, B Curless, S Seitz, I Kemelmacher-Shlizerman
CVPR
Dec 2020

Best Student Paper Honorable Mention
Oral
Project Paper Model

Robust Video Matting

Video matting with temporal guidance

S Lin, L Yang, I Saleemi, S Sengupta
WACV
Aug 2021
Project Paper Model

Foundational Models

Seedance 2.0

Contributor
Video Gen
2026

Seedance 1.5

Contributor
Video Gen
2025

Seedance 1.0

Core contributor
Video Gen
2025

Seaweed

Core contributor
Video Gen
2024
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Seedream 1.0

Core contributor
Image Gen
2023

Co-authored Research

Visual Generation

SeedVR2

One-step video restoration

J Wang, S Lin, Z Lin, Y Ren, M Wei, Z Yue, S Zhou, H Chen, Y Zhao, C Yang, X Xiao, CC Loy, L Jiang
ICLR
2026

SkipSR

Sparse video super-resolution

R Choudhury, S Lin, J Wang, H Chen, Q Zhao, F Cheng, L Jiang, K Kitani, L Jeni
2025

CameraCtrl2

Camera control for video gen

H He, C Yang, S Lin, Y Xu, M Wei, L Gui, Q Zhao, G Wetzstein, L Jiang, H Li
ICCV
2025

VideoAuteur

Long narrative video gen

J Xiao, F Cheng, L Qi, L Gui, Y Zhao, S Lin, J Cen, Z Ma, A Yuille, L Jiang
ICCV
2025
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DMDX

Adversarial distribution matching

Y Lu, Y Ren, X Xia, S Lin, X Wang, X Xiao, AJ Ma, X Xie, JH Lai
ICCV
2025
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Bottleneck Sampling

Training-free diffusion acceleration

Y Tian, X Xia, Y Ren, S Lin, X Wang, X Xiao, Y Tong, L Yang, B Cui
2025
Language Modeling
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SciFact

Reasoning and fact verification

D Wadden, S Lin, K Lo, LL Wang, M van Zuylen, A Cohan, H Hajishirzi
EMNLP
2020
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MathQA

Chain-of-thought for math

A Amini, S Gabriel, S Lin, R Koncel-Kedziorski, Y Choi, H Hajishirzi
NAACL
2019