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07/18/2023
Augmenting CLIP with Improved Visio-Linguistic Reasoning
Image-text contrastive models such as CLIP are useful for a variety of d...
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04/04/2023
Strong Baselines for Parameter Efficient Few-Shot Fine-tuning
Few-shot classification (FSC) entails learning novel classes given only ...
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11/27/2022
Topic Segmentation in the Wild: Towards Segmentation of Semi-structured Unstructured Chats
Breaking down a document or a conversation into multiple contiguous segm...
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10/21/2021
On Hard Episodes in Meta-Learning
Existing meta-learners primarily focus on improving the average task acc...
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09/17/2021
Semi-Supervised Few-Shot Intent Classification and Slot Filling
Intent classification (IC) and slot filling (SF) are two fundamental tas...
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06/25/2020
Influence Functions in Deep Learning Are Fragile
Influence functions approximate the effect of training samples in test-t...
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11/18/2019
Privacy Leakage Avoidance with Switching Ensembles
We consider membership inference attacks, one of the main privacy issues...
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11/01/2019
Second-Order Group Influence Functions for Black-Box Predictions
With the rapid adoption of machine learning systems in sensitive applica...
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10/09/2019