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ORCIDChristopher Beckham
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2020 – today
- 2024
[j4]Christopher Beckham, Alexandre Piché, David Vázquez, Christopher Pal:
Exploring validation metrics for offline model-based optimisation with diffusion models. Trans. Mach. Learn. Res. 2024 (2024)- [i14]Zhi Hao Luo, Luis Lara, Ge Ya Luo, Florian Golemo, Christopher Beckham, Christopher Pal:
DStruct2Design: Data and Benchmarks for Data Structure Driven Generative Floor Plan Design. CoRR abs/2407.15723 (2024) - [i13]Can Chen, Christopher Beckham, Zixuan Liu, Xue (Steve) Liu, Christopher Pal:
Robust Guided Diffusion for Offline Black-Box Optimization. CoRR abs/2410.00983 (2024) - 2023
- [j3]Christopher Beckham, Martin Weiss, Florian Golemo, Sina Honari, Derek Nowrouzezahrai, Christopher Pal:
Visual question answering from another perspective: CLEVR mental rotation tests. Pattern Recognit. 136: 109209 (2023) - [c8]Can Chen, Christopher Beckham, Zixuan Liu, Xue (Steve) Liu, Chris Pal:
Parallel-mentoring for Offline Model-based Optimization. NeurIPS 2023 - [i12]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:
Score-based Diffusion Models in Function Space. CoRR abs/2302.07400 (2023) - [i11]Christopher Beckham, Christopher Pal:
Conservative objective models are a special kind of contrastive divergence-based energy model. CoRR abs/2304.03866 (2023) - [i10]Can Chen, Christopher Beckham, Zixuan Liu, Xue Liu, Christopher Pal:
Parallel-mentoring for Offline Model-based Optimization. CoRR abs/2309.11592 (2023) - 2022
- [j2]Eugene Vorontsov
, Pavlo Molchanov, Matej Gazda, Christopher Beckham, Jan Kautz, Samuel Kadoury:
Towards annotation-efficient segmentation via image-to-image translation. Medical Image Anal. 82: 102624 (2022) - [c7]Christopher Beckham, Issam H. Laradji, Pau Rodríguez, David Vázquez, Derek Nowrouzezahrai, Christopher Pal:
Overcoming challenges in leveraging GANs for few-shot data augmentation. CoLLAs 2022: 255-280 - [i9]Christopher Beckham, Issam H. Laradji, Pau Rodríguez, David Vázquez, Derek Nowrouzezahrai, Christopher J. Pal:
Challenges in leveraging GANs for few-shot data augmentation. CoRR abs/2203.16662 (2022) - [i8]Christopher Beckham, Alexandre Piché, David Vázquez, Christopher Pal:
Towards good validation metrics for generative models in offline model-based optimisation. CoRR abs/2211.10747 (2022) - [i7]Christopher Beckham, Martin Weiss, Florian Golemo, Sina Honari, Derek Nowrouzezahrai, Christopher Pal:
Visual Question Answering From Another Perspective: CLEVR Mental Rotation Tests. CoRR abs/2212.01639 (2022)
2010 – 2019
- 2019
- [j1]Steven Lang, Felipe Bravo-Marquez, Christopher Beckham, Mark A. Hall, Eibe Frank:
WekaDeeplearning4j: A deep learning package for Weka based on Deeplearning4j. Knowl. Based Syst. 178: 48-50 (2019) - [c6]Christopher Beckham, Sina Honari, Alex Lamb, Vikas Verma, Farnoosh Ghadiri, R. Devon Hjelm, Christopher J. Pal:
Adversarial Mixup Resynthesizers. DGS@ICLR 2019 - [c5]Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Ioannis Mitliagkas, David Lopez-Paz, Yoshua Bengio:
Manifold Mixup: Better Representations by Interpolating Hidden States. ICML 2019: 6438-6447 - [c4]Christopher Beckham, Sina Honari, Vikas Verma, Alex Lamb, Farnoosh Ghadiri, R. Devon Hjelm, Yoshua Bengio, Chris Pal:
On Adversarial Mixup Resynthesis. NeurIPS 2019: 4348-4359 - [i6]Christopher Beckham, Sina Honari, Alex Lamb, Vikas Verma, Farnoosh Ghadiri, R. Devon Hjelm, Christopher J. Pal:
Adversarial Mixup Resynthesizers. CoRR abs/1903.02709 (2019) - 2018
- [c3]Joel Ruben Antony Moniz, Christopher Beckham, Simon Rajotte, Sina Honari, Chris Pal:
Unsupervised Depth Estimation, 3D Face Rotation and Replacement. NeurIPS 2018: 9759-9769 - [i5]Joel Ruben Antony Moniz, Christopher Beckham, Simon Rajotte, Sina Honari, Christopher J. Pal:
Unsupervised Depth Estimation, 3D Face Rotation and Replacement. CoRR abs/1803.09202 (2018) - [i4]Vikas Verma, Alex Lamb, Christopher Beckham, Aaron C. Courville, Ioannis Mitliagkas, Yoshua Bengio:
Manifold Mixup: Encouraging Meaningful On-Manifold Interpolation as a Regularizer. CoRR abs/1806.05236 (2018) - 2017
- [c2]Christopher Beckham, Christopher J. Pal:
Unimodal Probability Distributions for Deep Ordinal Classification. ICML 2017: 411-419 - [c1]Evan Racah, Christopher Beckham, Tegan Maharaj, Samira Ebrahimi Kahou, Prabhat, Chris Pal:
ExtremeWeather: A large-scale climate dataset for semi-supervised detection, localization, and understanding of extreme weather events. NIPS 2017: 3402-3413 - [i3]Christopher Beckham, Christopher Joseph Pal:
A step towards procedural terrain generation with GANs. CoRR abs/1707.03383 (2017) - 2016
- [i2]Christopher Beckham, Christopher J. Pal:
A simple squared-error reformulation for ordinal classification. CoRR abs/1612.00775 (2016) - [i1]Evan Racah, Christopher Beckham, Tegan Maharaj, Prabhat, Christopher J. Pal:
Semi-Supervised Detection of Extreme Weather Events in Large Climate Datasets. CoRR abs/1612.02095 (2016)
Coauthor Index
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