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Guan-Horng Liu
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2020 – today
- 2024
- [c13]Guan-Horng Liu, Yaron Lipman, Maximilian Nickel, Brian Karrer, Evangelos A. Theodorou, Ricky T. Q. Chen:
Generalized Schrödinger Bridge Matching. ICLR 2024 - [c12]Panagiotis Theodoropoulos, Guan-Horng Liu, Tianrong Chen, Augustinos D. Saravanos, Evangelos A. Theodorou:
A robust differential Neural ODE Optimizer. ICLR 2024 - [i17]Chenru Duan, Guan-Horng Liu, Yuanqi Du, Tianrong Chen, Qiyuan Zhao, Haojun Jia, Carla P. Gomes, Evangelos A. Theodorou, Heather J. Kulik:
React-OT: Optimal Transport for Generating Transition State in Chemical Reactions. CoRR abs/2404.13430 (2024) - 2023
- [c11]Guan-Horng Liu, Arash Vahdat, De-An Huang, Evangelos A. Theodorou, Weili Nie, Anima Anandkumar:
I2SB: Image-to-Image Schrödinger Bridge. ICML 2023: 22042-22062 - [c10]Tianrong Chen, Guan-Horng Liu, Molei Tao, Evangelos A. Theodorou:
Deep Momentum Multi-Marginal Schrödinger Bridge. NeurIPS 2023 - [c9]Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou, Molei Tao:
Mirror Diffusion Models for Constrained and Watermarked Generation. NeurIPS 2023 - [i16]Guan-Horng Liu, Arash Vahdat, De-An Huang, Evangelos A. Theodorou, Weili Nie, Anima Anandkumar:
I2SB: Image-to-Image Schrödinger Bridge. CoRR abs/2302.05872 (2023) - [i15]Tianrong Chen, Guan-Horng Liu, Molei Tao, Evangelos A. Theodorou:
Deep Momentum Multi-Marginal Schrödinger Bridge. CoRR abs/2303.01751 (2023) - [i14]Lorenz Richter, Julius Berner, Guan-Horng Liu:
Improved sampling via learned diffusions. CoRR abs/2307.01198 (2023) - [i13]Sascha Diefenbacher, Guan-Horng Liu, Vinicius Mikuni, Benjamin Nachman, Weili Nie:
Improving Generative Model-based Unfolding with Schrödinger Bridges. CoRR abs/2308.12351 (2023) - [i12]Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou, Molei Tao:
Mirror Diffusion Models for Constrained and Watermarked Generation. CoRR abs/2310.01236 (2023) - [i11]Guan-Horng Liu, Yaron Lipman, Maximilian Nickel, Brian Karrer, Evangelos A. Theodorou, Ricky T. Q. Chen:
Generalized Schrödinger Bridge Matching. CoRR abs/2310.02233 (2023) - [i10]Valentin De Bortoli, Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou, Weilie Nie:
Augmented Bridge Matching. CoRR abs/2311.06978 (2023) - 2022
- [c8]Tianrong Chen, Guan-Horng Liu, Evangelos A. Theodorou:
Likelihood Training of Schrödinger Bridge using Forward-Backward SDEs Theory. ICLR 2022 - [c7]Guan-Horng Liu, Tianrong Chen, Oswin So, Evangelos A. Theodorou:
Deep Generalized Schrödinger Bridge. NeurIPS 2022 - [i9]Guan-Horng Liu, Tianrong Chen, Oswin So, Evangelos A. Theodorou:
Deep Generalized Schrödinger Bridge. CoRR abs/2209.09893 (2022) - 2021
- [c6]Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou:
DDPNOpt: Differential Dynamic Programming Neural Optimizer. ICLR 2021 - [c5]Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou:
Dynamic Game Theoretic Neural Optimizer. ICML 2021: 6759-6769 - [c4]Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou:
Second-Order Neural ODE Optimizer. NeurIPS 2021: 25267-25279 - [c3]Ziyi Wang, Oswin So, Jason Gibson, Bogdan I. Vlahov, Manan Gandhi, Guan-Horng Liu, Evangelos A. Theodorou:
Variational Inference MPC using Tsallis Divergence. Robotics: Science and Systems 2021 - [i8]Ziyi Wang, Oswin So, Jason Gibson, Bogdan I. Vlahov, Manan S. Gandhi, Guan-Horng Liu, Evangelos A. Theodorou:
Variational Inference MPC using Tsallis Divergence. CoRR abs/2104.00241 (2021) - [i7]Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou:
Dynamic Game Theoretic Neural Optimizer. CoRR abs/2105.03788 (2021) - [i6]Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou:
Second-Order Neural ODE Optimizer. CoRR abs/2109.14158 (2021) - [i5]Tianrong Chen, Guan-Horng Liu, Evangelos A. Theodorou:
Likelihood Training of Schrödinger Bridge using Forward-Backward SDEs Theory. CoRR abs/2110.11291 (2021) - 2020
- [i4]Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou:
Differential Dynamic Programming Neural Optimizer. CoRR abs/2002.08809 (2020) - [i3]Guan-Horng Liu, Tianrong Chen, Evangelos A. Theodorou:
A Differential Game Theoretic Neural Optimizer for Training Residual Networks. CoRR abs/2007.08880 (2020)
2010 – 2019
- 2019
- [i2]Guan-Horng Liu, Evangelos A. Theodorou:
Deep Learning Theory Review: An Optimal Control and Dynamical Systems Perspective. CoRR abs/1908.10920 (2019) - 2017
- [c2]Guan-Horng Liu, Avinash Siravuru, Sai P. Selvaraj, Manuela M. Veloso, George Kantor:
Learning End-to-end Multimodal Sensor Policies for Autonomous Navigation. CoRL 2017: 249-261 - [i1]Guan-Horng Liu, Avinash Siravuru, Sai P. Selvaraj, Manuela M. Veloso, George Kantor:
Learning End-to-end Multimodal Sensor Policies for Autonomous Navigation. CoRR abs/1705.10422 (2017) - 2013
- [c1]Guan-Horng Liu, Hou-Yi Lin, Huai-Yu Lin, Shao-Tuan Chen, Pei-Chun Lin:
Design of a kangaroo robot with dynamic jogging locomotion. SII 2013: 306-311
Coauthor Index
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