Christopher Beckham

28 papers A* 5Journal 20Unranked 3
YearRankTypeTitle / Venue / Authors
2025 J jnl
Score-Based Diffusion Models in Function Space.
J. Mach. Learn. Res.
Jae Hyun Lim, Nikola B. Kovachki, Ricardo Baptista, Christopher Beckham, Kamyar Azizzadenesheli, Jean Kossaifi, Vikram Voleti, Jiaming Song, Karsten Kreis, Jan Kautz, Christopher Pal, Arash Vahdat, Anima Anandkumar
2024 J jnl
DStruct2Design: Data and Benchmarks for Data Structure Driven Generative Floor Plan Design.
CoRR
Zhi Hao Luo, Luis Lara, Ge Ya Luo, Florian Golemo, Christopher Beckham, Christopher Pal
2024 J jnl
Exploring validation metrics for offline model-based optimisation with diffusion models.
Trans. Mach. Learn. Res.
Christopher Beckham, Alexandre Piché, David Vázquez, Christopher Pal
2024 J jnl
Robust Guided Diffusion for Offline Black-Box Optimization.
CoRR
Can Chen, Christopher Beckham, Zixuan Liu, Xue (Steve) Liu, Christopher Pal
2024 J jnl
Robust Guided Diffusion for Offline Black-Box Optimization.
Trans. Mach. Learn. Res.
Can Chen, Christopher Beckham, Zixuan Liu, Xue Liu, Christopher Pal
2023 J jnl
Conservative objective models are a special kind of contrastive divergence-based energy model.
CoRR
Christopher Beckham, Christopher Pal
2023 A* conf
Parallel-mentoring for Offline Model-based Optimization.
NeurIPS
Can Chen, Christopher Beckham, Zixuan Liu, Xue (Steve) Liu, Chris Pal
2023 J jnl
Parallel-mentoring for Offline Model-based Optimization.
CoRR
Can Chen, Christopher Beckham, Zixuan Liu, Xue Liu, Christopher Pal
2023 J jnl
Score-based Diffusion Models in Function Space.
CoRR
Jae Hyun Lim, Nikola B. Kovachki, Ricardo Baptista, Christopher Beckham, Kamyar Azizzadenesheli, Jean Kossaifi, Vikram Voleti, Jiaming Song, Karsten Kreis, Jan Kautz, Christopher Pal, Arash Vahdat, Anima Anandkumar
2023 J jnl
Visual question answering from another perspective: CLEVR mental rotation tests.
Pattern Recognit.
Christopher Beckham, Martin Weiss, Florian Golemo, Sina Honari, Derek Nowrouzezahrai, Christopher Pal
2022 J jnl
Challenges in leveraging GANs for few-shot data augmentation.
CoRR
Christopher Beckham, Issam H. Laradji, Pau Rodríguez, David Vázquez, Derek Nowrouzezahrai, Christopher J. Pal
2022 — conf
Overcoming challenges in leveraging GANs for few-shot data augmentation.
CoLLAs
Christopher Beckham, Issam H. Laradji, Pau Rodríguez, David Vázquez, Derek Nowrouzezahrai, Christopher Pal
2022 J jnl
Towards annotation-efficient segmentation via image-to-image translation.
Medical Image Anal.
Eugene Vorontsov, Pavlo Molchanov, Matej Gazda, Christopher Beckham, Jan Kautz, Samuel Kadoury
2022 J jnl
Towards good validation metrics for generative models in offline model-based optimisation.
CoRR
Christopher Beckham, Alexandre Piché, David Vázquez, Christopher Pal
2022 J jnl
Visual Question Answering From Another Perspective: CLEVR Mental Rotation Tests.
CoRR
Christopher Beckham, Martin Weiss, Florian Golemo, Sina Honari, Derek Nowrouzezahrai, Christopher Pal
2019 — conf
Adversarial Mixup Resynthesizers.
DGS@ICLR
Christopher Beckham, Sina Honari, Alex Lamb, Vikas Verma, Farnoosh Ghadiri, R. Devon Hjelm, Christopher J. Pal
2019 J jnl
Adversarial Mixup Resynthesizers.
CoRR
Christopher Beckham, Sina Honari, Alex Lamb, Vikas Verma, Farnoosh Ghadiri, R. Devon Hjelm, Christopher J. Pal
2019 A* conf
Manifold Mixup: Better Representations by Interpolating Hidden States.
ICML
Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Ioannis Mitliagkas, David Lopez-Paz, Yoshua Bengio
2019 A* conf
On Adversarial Mixup Resynthesis.
NeurIPS
Christopher Beckham, Sina Honari, Vikas Verma, Alex Lamb, Farnoosh Ghadiri, R. Devon Hjelm, Yoshua Bengio, Chris Pal
2019 J jnl
WekaDeeplearning4j: A deep learning package for Weka based on Deeplearning4j.
Knowl. Based Syst.
Steven Lang, Felipe Bravo-Marquez, Christopher Beckham, Mark Hall, Eibe Frank
2018 J jnl
Manifold Mixup: Encouraging Meaningful On-Manifold Interpolation as a Regularizer.
CoRR
Vikas Verma, Alex Lamb, Christopher Beckham, Aaron C. Courville, Ioannis Mitliagkas, Yoshua Bengio
2018 A* conf
Unsupervised Depth Estimation, 3D Face Rotation and Replacement.
NeurIPS
Joel Ruben Antony Moniz, Christopher Beckham, Simon Rajotte, Sina Honari, Chris Pal
2018 J jnl
Unsupervised Depth Estimation, 3D Face Rotation and Replacement.
CoRR
Joel Ruben Antony Moniz, Christopher Beckham, Simon Rajotte, Sina Honari, Christopher J. Pal
2017 J jnl
A step towards procedural terrain generation with GANs.
CoRR
Christopher Beckham, Christopher Joseph Pal
2017 — conf
ExtremeWeather: A large-scale climate dataset for semi-supervised detection, localization, and understanding of extreme weather events.
NIPS
Evan Racah, Christopher Beckham, Tegan Maharaj, Samira Ebrahimi Kahou, Prabhat, Chris Pal
2017 A* conf
Unimodal Probability Distributions for Deep Ordinal Classification.
ICML
Christopher Beckham, Christopher J. Pal
2016 J jnl
A simple squared-error reformulation for ordinal classification.
CoRR
Christopher Beckham, Christopher J. Pal
2016 J jnl
Semi-Supervised Detection of Extreme Weather Events in Large Climate Datasets.
CoRR
Evan Racah, Christopher Beckham, Tegan Maharaj, Prabhat, Christopher J. Pal