Search Results for author: Junhong Shen

Found 4 papers, 2 papers with code

Efficient Architecture Search for Diverse Tasks

1 code implementation15 Apr 2022 Junhong Shen, Mikhail Khodak, Ameet Talwalkar

While neural architecture search (NAS) has enabled automated machine learning (AutoML) for well-researched areas, its application to tasks beyond computer vision is still under-explored.

Neural Architecture Search Protein Folding

Theoretically Principled Deep RL Acceleration via Nearest Neighbor Function Approximation

no code implementations9 Oct 2021 Junhong Shen, Lin F. Yang

To mitigate these issues, we propose a theoretically principled nearest neighbor (NN) function approximator that can improve the value networks in deep RL methods.

Iterative Teacher-Aware Learning

no code implementations NeurIPS 2021 Luyao Yuan, Dongruo Zhou, Junhong Shen, Jingdong Gao, Jeffrey L. Chen, Quanquan Gu, Ying Nian Wu, Song-Chun Zhu

Recently, the benefits of integrating this cooperative pedagogy into machine concept learning in discrete spaces have been proved by multiple works.

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