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05/22/2023
Task Arithmetic in the Tangent Space: Improved Editing of Pre-Trained Models
Task arithmetic has recently emerged as a cost-effective and scalable ap...
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03/03/2023
When does Privileged Information Explain Away Label Noise?
Leveraging privileged information (PI), or features available during tra...
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06/16/2022
Catastrophic overfitting is a bug but also a feature
Despite clear computational advantages in building robust neural network...
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03/14/2022
On the benefits of knowledge distillation for adversarial robustness
Knowledge distillation is normally used to compress a big network, or te...
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12/27/2021
PRIME: A Few Primitives Can Boost Robustness to Common Corruptions
Despite their impressive performance on image classification tasks, deep...
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12/03/2021
A Structured Dictionary Perspective on Implicit Neural Representations
Propelled by new designs that permit to circumvent the spectral bias, im...
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06/12/2021
What can linearized neural networks actually say about generalization?
For certain infinitely-wide neural networks, the neural tangent kernel (...
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04/29/2021
A neural anisotropic view of underspecification in deep learning
The underspecification of most machine learning pipelines means that we ...
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10/19/2020
Optimism in the Face of Adversity: Understanding and Improving Deep Learning through Adversarial Robustness
Driven by massive amounts of data and important advances in computationa...
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06/17/2020
Neural Anisotropy Directions
In this work, we analyze the role of the network architecture in shaping...
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02/15/2020
Hold me tight! Influence of discriminative features on deep network boundaries
Important insights towards the explainability of neural networks and the...
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11/13/2019
On the choice of graph neural network architectures
Seminal works on graph neural networks have primarily targeted semi-supe...
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09/20/2019
CDOT: Continuous Domain Adaptation using Optimal Transport
In this work, we address the scenario in which the target domain is cont...
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06/30/2018
Sampling and Reconstruction of Signals on Product Graphs
In this paper, we consider the problem of subsampling and reconstruction...
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06/28/2018