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11/05/2022
New Definitions and Evaluations for Saliency Methods: Staying Intrinsic, Complete and Sound
Saliency methods compute heat maps that highlight portions of an input t...
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10/11/2022
A Kernel-Based View of Language Model Fine-Tuning
It has become standard to solve NLP tasks by fine-tuning pre-trained lan...
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11/03/2019
Enhanced Convolutional Neural Tangent Kernels
Recent research shows that for training with ℓ_2 loss, convolutional neu...
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10/03/2019
Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks
Recent research shows that the following two models are equivalent: (a) ...
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05/27/2019
Understanding Generalization of Deep Neural Networks Trained with Noisy Labels
Over-parameterized deep neural networks trained by simple first-order me...
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08/20/2018
Group-Strategyproof mechanisms for facility location with Euclidean distance
We characterize the class of group-strategyproof mechanisms for single f...
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10/24/2017
