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01/18/2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems
Despite the advancement of machine learning techniques in recent years, ...
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08/09/2022
Model-Free Generative Replay for Lifelong Reinforcement Learning: Application to Starcraft-2
One approach to meet the challenges of deep lifelong reinforcement learn...
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12/14/2021
Dual-Key Multimodal Backdoors for Visual Question Answering
The success of deep learning has enabled advances in multimodal tasks th...
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12/03/2020
Detecting Trojaned DNNs Using Counterfactual Attributions
We target the problem of detecting Trojans or backdoors in DNNs. Such mo...
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07/14/2020
Lifelong Learning using Eigentasks: Task Separation, Skill Acquisition, and Selective Transfer
We introduce the eigentask framework for lifelong learning. An eigentask...
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03/16/2020
Deep Adaptive Semantic Logic (DASL): Compiling Declarative Knowledge into Deep Neural Networks
We introduce Deep Adaptive Semantic Logic (DASL), a novel framework for ...
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05/08/2019