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05/30/2023
LANCE: Stress-testing Visual Models by Generating Language-guided Counterfactual Images
We propose an automated algorithm to stress-test a trained visual model ...
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04/21/2023
Benchmarking Low-Shot Robustness to Natural Distribution Shifts
Robustness to natural distribution shifts has seen remarkable progress t...
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12/02/2022
PASTA: Proportional Amplitude Spectrum Training Augmentation for Syn-to-Real Domain Generalization
Synthetic data offers the promise of cheap and bountiful training data f...
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06/08/2021
RobustNav: Towards Benchmarking Robustness in Embodied Navigation
As an attempt towards assessing the robustness of embodied navigation ag...
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08/28/2020
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization
We introduce Domain-specific Masks for Generalization, a model for impro...
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08/25/2020
Likelihood Landscapes: A Unifying Principle Behind Many Adversarial Defenses
Convolutional Neural Networks have been shown to be vulnerable to advers...
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09/23/2019
Improving Generative Visual Dialog by Answering Diverse Questions
Prior work on training generative Visual Dialog models with reinforcemen...
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07/24/2019
Unsupervised Discovery of Decision States for Transfer in Reinforcement Learning
We present a hierarchical reinforcement learning (HRL) or options framew...
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02/10/2019
EvalAI: Towards Better Evaluation Systems for AI Agents
We introduce EvalAI, an open source platform for evaluating and comparin...
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10/29/2018
Do Explanations make VQA Models more Predictable to a Human?
A rich line of research attempts to make deep neural networks more trans...
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08/08/2018
Choose Your Neuron: Incorporating Domain Knowledge through Neuron-Importance
Individual neurons in convolutional neural networks supervised for image...
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08/17/2017
Evaluating Visual Conversational Agents via Cooperative Human-AI Games
As AI continues to advance, human-AI teams are inevitable. However, prog...
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04/03/2017
It Takes Two to Tango: Towards Theory of AI's Mind
Theory of Mind is the ability to attribute mental states (beliefs, inten...
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04/12/2016