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07/18/2023
Adversarial Bayesian Augmentation for Single-Source Domain Generalization
Generalizing to unseen image domains is a challenging problem primarily ...
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06/07/2023
ConceptBed: Evaluating Concept Learning Abilities of Text-to-Image Diffusion Models
The ability to understand visual concepts and replicate and compose thes...
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06/01/2023
End-to-end Knowledge Retrieval with Multi-modal Queries
We investigate knowledge retrieval with multi-modal queries, i.e. querie...
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03/30/2023
Mole Recruitment: Poisoning of Image Classifiers via Selective Batch Sampling
In this work, we present a data poisoning attack that confounds machine ...
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11/07/2022
CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question Answering
Videos often capture objects, their visible properties, their motion, an...
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03/15/2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness
Data modification, either via additional training datasets, data augment...
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01/19/2022
Improving Biomedical Information Retrieval with Neural Retrievers
Information retrieval (IR) is essential in search engines and dialogue s...
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03/20/2021
Self-Supervised Test-Time Learning for Reading Comprehension
Recent work on unsupervised question answering has shown that models can...
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12/04/2020
Self-Supervised VQA: Answering Visual Questions using Images and Captions
Methodologies for training VQA models assume the availability of dataset...
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09/18/2020
MUTANT: A Training Paradigm for Out-of-Distribution Generalization in Visual Question Answering
While progress has been made on the visual question answering leaderboar...
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04/18/2020
Halluci-Net: Scene Completion by Exploiting Object Co-occurrence Relationships
We address the new problem of complex scene completion from sparse label...
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03/11/2020
Video2Commonsense: Generating Commonsense Descriptions to Enrich Video Captioning
Captioning is a crucial and challenging task for video understanding. In...
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02/19/2020
VQA-LOL: Visual Question Answering under the Lens of Logic
Logical connectives and their implications on the meaning of a natural l...
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05/28/2019