Ricky Tian Qi Chen

Ricky Tian Qi Chen

University of Toronto

H-index: 21

North America-Canada

About Ricky Tian Qi Chen

Ricky Tian Qi Chen, With an exceptional h-index of 21 and a recent h-index of 21 (since 2020), a distinguished researcher at University of Toronto, specializes in the field of probabilistic machine learning, differentiable numerics, normalizing flows, generative modeling.

His recent articles reflect a diverse array of research interests and contributions to the field:

Leveraging Normalizing Flows for Orbital-Free Density Functional Theory

Bespoke Non-Stationary Solvers for Fast Sampling of Diffusion and Flow Models

Taskmet: Task-driven metric learning for model learning

Reflected Schr\" odinger Bridge for Constrained Generative Modeling

Distributional gflownets with quantile flows

Training-free linear image inversion via flows

Guided flows for generative modeling and decision making

On Convergence of Approximate Schr\"{o} dinger Bridge with Bounded Cost

Ricky Tian Qi Chen Information

University

Position

PhD student

Citations(all)

9497

Citations(since 2020)

9340

Cited By

2646

hIndex(all)

21

hIndex(since 2020)

21

i10Index(all)

26

i10Index(since 2020)

26

Email

University Profile Page

University of Toronto

Google Scholar

View Google Scholar Profile

Ricky Tian Qi Chen Skills & Research Interests

probabilistic machine learning

differentiable numerics

normalizing flows

generative modeling

Top articles of Ricky Tian Qi Chen

Title

Journal

Author(s)

Publication Date

Leveraging Normalizing Flows for Orbital-Free Density Functional Theory

arXiv preprint arXiv:2404.08764

Alexandre de Camargo

Ricky TQ Chen

Rodrigo A Vargas-Hernández

2024/4/12

Bespoke Non-Stationary Solvers for Fast Sampling of Diffusion and Flow Models

arXiv preprint arXiv:2403.01329

Neta Shaul

Uriel Singer

Ricky TQ Chen

Matthew Le

Ali Thabet

...

2024/3/2

Taskmet: Task-driven metric learning for model learning

Advances in Neural Information Processing Systems

Dishank Bansal

Ricky TQ Chen

Mustafa Mukadam

Brandon Amos

2024/2/13

Reflected Schr\" odinger Bridge for Constrained Generative Modeling

arXiv preprint arXiv:2401.03228

Wei Deng

Yu Chen

Nicole Tianjiao Yang

Hengrong Du

Qi Feng

...

2024/1/6

Distributional gflownets with quantile flows

Transactions on Machine Learning Research (TMLR)

Dinghuai Zhang

Ling Pan

Ricky TQ Chen

Aaron Courville

Yoshua Bengio

2024

Training-free linear image inversion via flows

arXiv preprint arXiv:2310.04432

Ashwini Pokle

Matthew J Muckley

Ricky TQ Chen

Brian Karrer

2023/9/25

Guided flows for generative modeling and decision making

arXiv preprint arXiv:2311.13443

Qinqing Zheng

Matt Le

Neta Shaul

Yaron Lipman

Aditya Grover

...

2023/11/22

On Convergence of Approximate Schr\"{o} dinger Bridge with Bounded Cost

Wei Deng

Yu Chen

Nicole Tianjiao Yang

Hengrong Du

Qi Feng

...

2023/7/9

Riemannian Flow Matching on General Geometries

arXiv preprint arXiv:2302.03660

Ricky TQ Chen

Yaron Lipman

2023/2/7

Orbital-Free Density Functional Theory with Continuous Normalizing Flows

arXiv preprint arXiv:2311.13518

Alexandre de Camargo

Ricky TQ Chen

Rodrigo A Vargas-Hernández

2023/11/22

Generative Modeling with Differentiable Dynamics

Ricky Tian Qi Chen

2023

Neural optimal transport with lagrangian costs

Aram-Alexandre Pooladian

Carles Domingo-Enrich

Ricky TQ Chen

Brandon Amos

2023/7/9

Bespoke solvers for generative flow models

arXiv preprint arXiv:2310.19075

Neta Shaul

Juan Perez

Ricky TQ Chen

Ali Thabet

Albert Pumarola

...

2023/10/29

On kinetic optimal probability paths for generative models

Neta Shaul

Ricky TQ Chen

Maximilian Nickel

Matthew Le

Yaron Lipman

2023/7/3

Diffusion generative flow samplers: Improving learning signals through partial trajectory optimization

arXiv preprint arXiv:2310.02679

Dinghuai Zhang

Ricky Tian Qi Chen

Cheng-Hao Liu

Aaron Courville

Yoshua Bengio

2023/10/4

Multisample Flow Matching: Straightening Flows with Minibatch Couplings

arXiv preprint arXiv:2304.14772

Aram-Alexandre Pooladian

Heli Ben-Hamu

Carles Domingo-Enrich

Brandon Amos

Yaron Lipman

...

2023/4/28

Generalized Schr\" odinger Bridge Matching

arXiv preprint arXiv:2310.02233

Guan-Horng Liu

Yaron Lipman

Maximilian Nickel

Brian Karrer

Evangelos A Theodorou

...

2023/10/3

Stochastic Optimal Control Matching

arXiv preprint arXiv:2312.02027

Carles Domingo-Enrich

Jiequn Han

Brandon Amos

Joan Bruna

Ricky TQ Chen

2023/12/4

Latent State Marginalization as a Low-cost Approach for Improving Exploration

arXiv preprint arXiv:2210.00999

Dinghuai Zhang

Aaron Courville

Yoshua Bengio

Qinqing Zheng

Amy Zhang

...

2022/10/3

Unifying Generative Models with GFlowNets

arXiv preprint arXiv:2209.02606

Dinghuai Zhang

Ricky TQ Chen

Nikolay Malkin

Yoshua Bengio

2022/9/6

See List of Professors in Ricky Tian Qi Chen University(University of Toronto)

Co-Authors

H-index: 54
Yaron Lipman

Yaron Lipman

Weizmann Institute of Science

H-index: 47
David Duvenaud

David Duvenaud

University of Toronto

H-index: 44
Roger Grosse

Roger Grosse

University of Toronto

H-index: 19
Xuechen Li

Xuechen Li

Stanford University

H-index: 16
Chin-Wei Huang

Chin-Wei Huang

Université de Montréal

H-index: 14
Will Grathwohl

Will Grathwohl

University of Toronto

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