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2026 顶会论文

作者位次 #16/16ICLR 2026Oral· Applications / Physics

RealPDEBench: A Benchmark for Complex Physical Systems with Real-World Data

Peiyan Hu · Haodong Feng · Hongyuan Liu · Tongtong Yan · Wenhao Deng · Tianrun Gao · Rong Zheng · Haoren Zheng · Chenglei Yu · Chuanrui Wang · Kaiwen Li · Zhi-Ming Ma · Dezhi Zhou · Xingcai Lu · Dixia Fan · Tailin Wu

评测与基准OpenReview

作者位次 #4/4ICLR 2026Poster· Applications / Genetics, Cell Biology, Health, etc

scDFM: Distributional Flow Matching Model for Robust Single-Cell Perturbation Prediction

Chenglei Yu · Chuanrui Wang · Bangyan Liao · Tailin Wu

社会与人本OpenReview

作者位次 #6/6ICLR 2026Poster· Deep Learning / Generative Models and Autoencoders

GGBall: Graph Generative Model on Poincaré Ball

Tianci Bu · Chuanrui Wang · Hao Ma · Haoren Zheng · Xin Lu · Tailin Wu

OpenReview

作者位次 #7/8ICLR 2026Poster· Deep Learning / Generative Models and Autoencoders

On the Design of One-step Diffusion via Shortcutting Flow Paths

Haitao Lin · Peiyan Hu · Minsi Ren · Zhifeng Gao · Zhi-Ming Ma · Guolin Ke · Tailin Wu · Stan Z. Li

OpenReview

作者位次 #7/9ICLR 2026Poster· Optimization / Learning for Optimization

Neural Predictor-Corrector: Solving Homotopy Problems with Reinforcement Learning

Jiayao Mai · Bangyan Liao · Zhenjun Zhao · Yingping Zeng · Haoang Li · Javier Civera · Tailin Wu · Yi Zhou · Peidong Liu

强化学习与后训练OpenReview

作者位次 #4/4ICLR 2026Poster· Deep Learning / Generative Models and Autoencoders

One step further with Monte-Carlo sampler to guide diffusion better

Minsi Ren · Wenhao Deng · Ruiqi Feng · Tailin Wu

OpenReview

作者位次 #8/8ICLR 2026Poster· Applications / Physics

GenCP: Towards Generative Modeling Paradigm of Coupled physics

Tianrun Gao · Haoren Zheng · Wenhao Deng · Haodong Feng · Tao Zhang · Ruiqi Feng · Qianyi Chen · Tailin Wu

OpenReview

作者位次 #4/4ICLR 2026Poster· Deep Learning / Generative Models and Autoencoders

VFScale: Intrinsic Reasoning through Verifier-Free Test-time Scalable Diffusion Model

Tao Zhang · Jia-Shu Pan · Ruiqi Feng · Tailin Wu

推理OpenReview

作者位次 #4/4KDD 2026Oral· Knowledge Discovery & Data Mining

EqCollide: Equivariant and Collision-Aware Deformable Objects Neural Simulator

Qianyi Chen · Tianrun Gao · Chenbo Jiang · Tailin Wu

检索与知识社会与人本OpenReview

Tailin Wu

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2026 顶会论文

RealPDEBench: A Benchmark for Complex Physical Systems with Real-World Data

scDFM: Distributional Flow Matching Model for Robust Single-Cell Perturbation Prediction

GGBall: Graph Generative Model on Poincaré Ball

On the Design of One-step Diffusion via Shortcutting Flow Paths

Neural Predictor-Corrector: Solving Homotopy Problems with Reinforcement Learning

One step further with Monte-Carlo sampler to guide diffusion better

GenCP: Towards Generative Modeling Paradigm of Coupled physics

VFScale: Intrinsic Reasoning through Verifier-Free Test-time Scalable Diffusion Model

EqCollide: Equivariant and Collision-Aware Deformable Objects Neural Simulator

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