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04/17/2023
Hyper-Decision Transformer for Efficient Online Policy Adaptation
Decision Transformers (DT) have demonstrated strong performances in offl...
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12/10/2022
Uniform Masking Prevails in Vision-Language Pretraining
Masked Language Modeling (MLM) has proven to be an essential component o...
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06/27/2022
Prompting Decision Transformer for Few-Shot Policy Generalization
Humans can leverage prior experience and learn novel tasks from a handfu...
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06/02/2022
Expressiveness and Learnability: A Unifying View for Evaluating Self-Supervised Learning
We propose a unifying view to analyze the representation quality of self...
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05/03/2021
Iterated learning for emergent systematicity in VQA
Although neural module networks have an architectural bias towards compo...
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03/19/2021
Learning Task Decomposition with Ordered Memory Policy Network
Many complex real-world tasks are composed of several levels of sub-task...
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10/06/2020
Supervised Seeded Iterated Learning for Interactive Language Learning
Language drift has been one of the major obstacles to train language mod...
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08/28/2020
A Rigorous Machine Learning Analysis Pipeline for Biomedical Binary Classification: Application in Pancreatic Cancer Nested Case-control Studies with Implications for Bias Asse
Machine learning (ML) offers a collection of powerful approaches for det...
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03/28/2020
Countering Language Drift with Seeded Iterated Learning
Supervised learning methods excel at capturing statistical properties of...
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03/20/2020
Out-of-Distribution Detection for Skin Lesion Images with Deep Isolation Forest
In this paper, we study the problem of out-of-distribution detection in ...
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10/02/2019
Boosting Image Recognition with Non-differentiable Constraints
In this paper, we study the problem of image recognition with non-differ...
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09/04/2019
No Press Diplomacy: Modeling Multi-Agent Gameplay
Diplomacy is a seven-player non-stochastic, non-cooperative game, where ...
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07/03/2018