Christopher Beckham | DeepAI

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∙ 09/20/2023

Parallel-mentoring for Offline Model-based Optimization

We study offline model-based optimization to maximize a black-box object...

0 Can Chen, et al. ∙

∙ 04/07/2023

Conservative objective models are a special kind of contrastive divergence-based energy model

In this work we theoretically show that conservative objective models (C...

0 Christopher Beckham, et al. ∙

∙ 02/14/2023

Score-based Diffusion Models in Function Space

Diffusion models have recently emerged as a powerful framework for gener...

0 Jae Hyun Lim, et al. ∙

∙ 11/19/2022

Towards good validation metrics for generative models in offline model-based optimisation

In this work we propose a principled evaluation framework for model-base...

0 Christopher Beckham, et al. ∙

∙ 03/30/2022

Challenges in leveraging GANs for few-shot data augmentation

In this paper, we explore the use of GAN-based few-shot data augmentatio...

11 Christopher Beckham, et al. ∙

∙ 03/07/2019

Adversarial Mixup Resynthesizers

In this paper, we explore new approaches to combining information encode...

12 Christopher Beckham, et al. ∙

∙ 06/13/2018

Manifold Mixup: Encouraging Meaningful On-Manifold Interpolation as a Regularizer

Deep networks often perform well on the data manifold on which they are ...

0 Vikas Verma, et al. ∙

∙ 03/25/2018

Unsupervised Depth Estimation, 3D Face Rotation and Replacement

We present an unsupervised approach for learning to estimate three dimen...

0 Joel Ruben Antony Moniz, et al. ∙

∙ 07/11/2017

A step towards procedural terrain generation with GANs

Procedural terrain generation for video games has been traditionally bee...

0 Christopher Beckham, et al. ∙

∙ 05/15/2017

Unimodal probability distributions for deep ordinal classification

Probability distributions produced by the cross-entropy loss for ordinal...

0 Christopher Beckham, et al. ∙

∙ 12/07/2016

ExtremeWeather: A large-scale climate dataset for semi-supervised detection, localization, and understanding of extreme weather events

Then detection and identification of extreme weather events in large-sca...

0 Evan Racah, et al. ∙

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