Christopher Beckham

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 25

Top Topics

Diffusion Models

Question Answering

Top Venues

Pattern Recognit.

Publications

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)
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 (2024)
Christopher Beckham, Christopher Pal
Conservative objective models are a special kind of contrastive divergence-based energy model. CoRR (2023)
Can Chen, Christopher Beckham, Zixuan Liu, Xue Liu, Christopher Pal
Parallel-mentoring for Offline Model-based Optimization. CoRR (2023)
Can Chen, Christopher Beckham, Zixuan Liu, Xue (Steve) Liu, Chris Pal
Parallel-mentoring for Offline Model-based Optimization. NeurIPS (2023)
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 (2023)
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 (2023)
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)
Christopher Beckham, Martin Weiss, Florian Golemo, Sina Honari, Derek Nowrouzezahrai, Christopher Pal
Visual Question Answering From Another Perspective: CLEVR Mental Rotation Tests. CoRR (2022)
Christopher Beckham, Alexandre Piché, David Vázquez, Christopher Pal
Towards good validation metrics for generative models in offline model-based optimisation. CoRR (2022)
Christopher Beckham, Issam H. Laradji, Pau Rodríguez, David Vázquez, Derek Nowrouzezahrai, Christopher J. Pal
Challenges in leveraging GANs for few-shot data augmentation. CoRR (2022)
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 (2022)
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)
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 (2019)
Christopher Beckham, Sina Honari, Vikas Verma, Alex Lamb, Farnoosh Ghadiri, R. Devon Hjelm, Yoshua Bengio, Chris Pal
On Adversarial Mixup Resynthesis. NeurIPS (2019)
Christopher Beckham, Sina Honari, Alex Lamb, Vikas Verma, Farnoosh Ghadiri, R. Devon Hjelm, Christopher J. Pal
Adversarial Mixup Resynthesizers. DGS@ICLR (2019)
Christopher Beckham, Sina Honari, Alex Lamb, Vikas Verma, Farnoosh Ghadiri, R. Devon Hjelm, Christopher J. Pal
Adversarial Mixup Resynthesizers. CoRR (2019)
Joel Ruben Antony Moniz, Christopher Beckham, Simon Rajotte, Sina Honari, Chris Pal
Unsupervised Depth Estimation, 3D Face Rotation and Replacement. NeurIPS (2018)
Vikas Verma, Alex Lamb, Christopher Beckham, Aaron C. Courville, Ioannis Mitliagkas, Yoshua Bengio
Manifold Mixup: Encouraging Meaningful On-Manifold Interpolation as a Regularizer. CoRR (2018)
Joel Ruben Antony Moniz, Christopher Beckham, Simon Rajotte, Sina Honari, Christopher J. Pal
Unsupervised Depth Estimation, 3D Face Rotation and Replacement. CoRR (2018)
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)
Christopher Beckham, Christopher J. Pal
Unimodal Probability Distributions for Deep Ordinal Classification. ICML (2017)
Christopher Beckham, Christopher Joseph Pal
A step towards procedural terrain generation with GANs. CoRR (2017)
Christopher Beckham, Christopher J. Pal
A simple squared-error reformulation for ordinal classification. CoRR (2016)
Evan Racah, Christopher Beckham, Tegan Maharaj, Prabhat, Christopher J. Pal
Semi-Supervised Detection of Extreme Weather Events in Large Climate Datasets. CoRR (2016)