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 Deep Learning

Supercharging Imbalanced Data Learning With Energy-based Contrastive Representation Transfer

Neural Information Processing Systems

ECRT consistently outperforms the others, especially in the low-sample regime.

Provably Robust Metric Learning Lu Wang

Neural Information Processing Systems

Robust Metric Learning (ARML) method can obtain a more "robust" metric on this example.

b0dd033cbe58aa5ea27747271bfd84e3-Paper.pdf

Domain Adaptation with Conditional Distribution Matching and Generalized Label Shift

Neural Information Processing Systems

The first two authors contributed equally to this work.

dfbfa7ddcfffeb581f50edcf9a0204bb-Paper.pdf

b0ab42fcb7133122b38521d13da7120b-Paper.pdf

EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine Jiayi Weng Min Lin

Neural Information Processing Systems

Deep Reinforcement Learning (RL) has made remarkable progress in the past years.

Improving Visual Quality of Image Synthesis by AT oken-based Generator with Transformers

Neural Information Processing Systems

This work was done while Y anhong Zeng was a research intern at Microsoft Research Asia.

Learning and Generalization in RNNs

Neural Information Processing Systems

This fixed function is modeled by a neural networks with one hidden-layer.

b04c387c8384ca083a71b8da516f65f6-Paper.pdf