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Workshop
Mon 9:00 Out-of-distribution robustness: Limited image exposure of a four-year-old is enough to outperform ResNet-50
Lukas Huber · Robert Geirhos · Felix A. Wichmann
Workshop
Mon 12:00 Are models trained on temporally-continuous data streams more adversarially robust?
Nathan Kong · Anthony Norcia
Workshop
Mon 9:00 Bio-inspired Min-Nets Improve the Performance and Robustness of Deep Networks
Philipp Gruening · Erhardt Barth
Workshop
On the Robustness of Causal Algorithmic Recourse
Ricardo Dominguez-Olmedo · Amir Karimi · Bernhard Schölkopf
Workshop
Robust Robotic Control from Pixels using Contrastive Recurrent State-Space Models
Nitish Srivastava · Walter Talbott · Shuangfei Zhai · Joshua Susskind
Workshop
Towards Robust Object Detection: Bayesian RetinaNet for Homoscedastic Aleatoric Uncertainty Modeling
Natalia Khanzhina · Alexey Lapenok · Andrey Filchenkov
Workshop
Robust outlier detection by de-biasing VAE likelihoods
Kushal Chauhan · Pradeep Shenoy · Manish Gupta · Devarajan Sridharan
Workshop
Certifiably Robust Variational Autoencoders
Ben Barrett · Alexander Camuto · Matthew Willetts · Thomas Rainforth
Workshop
Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness
Konstantinos Panousis · Sotirios Chatzis · Sergios Theodoridis
Workshop
Improving Robustness of Malware Classifiers using Adversarial Strings Generated from Perturbed Latent Representations
Marek Galovic · Branislav Bosansky · Viliam Lisy
Workshop
Robust Text Generation using Sequence-to-Sequence Pre-Training
Nishtha Madaan · · Srikanta Bedathur
Datasets and Benchmarks
Fri 0:10 Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models
Boxin Wang · Chejian Xu · Shuohang Wang · Zhe Gan · Yu Cheng · Jianfeng Gao · Ahmed Awadallah · Bo Li