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10/11/2022
Toward Sustainable Continual Learning: Detection and Knowledge Repurposing of Similar Tasks
Most existing works on continual learning (CL) focus on overcoming the c...
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11/04/2021
Finite-Time Consensus Learning for Decentralized Optimization with Nonlinear Gossiping
Distributed learning has become an integral tool for scaling up machine ...
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11/04/2021
Variational Inference with Holder Bounds
The recent introduction of thermodynamic integration techniques has prov...
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11/25/2020
Supercharging Imbalanced Data Learning With Causal Representation Transfer
Dealing with severe class imbalance poses a major challenge for real-wor...
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06/16/2020