Search Results for author: Erping Li

Found 5 papers, 4 papers with code

Go beyond End-to-End Training: Boosting Greedy Local Learning with Context Supply

1 code implementation12 Dec 2023 Chengting Yu, Fengzhao Zhang, Hanzhi Ma, Aili Wang, Erping Li

Traditional end-to-end (E2E) training of deep networks necessitates storing intermediate activations for back-propagation, resulting in a large memory footprint on GPUs and restricted model parallelization.

MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks

1 code implementation21 Apr 2022 Chengting Yu, Yangkai Du, Mufeng Chen, Aili Wang, Gaoang Wang, Erping Li

For plasticity, we propose a trainable convolutional synapse that models spike response current to enhance the diversity of spiking neurons for temporal feature extraction.

Audio Classification

Stack operation of tensor networks

1 code implementation28 Mar 2022 Tianning Zhang, Tianqi Chen, Erping Li, Bo Yang, L. K. Ang

The tensor network, as a facterization of tensors, aims at performing the operations that are common for normal tensors, such as addition, contraction and stacking.

Tensor Networks

SUTD-PRCM Dataset and Neural Architecture Search Approach for Complex Metasurface Design

no code implementations24 Feb 2022 Tianning Zhang, Yee Sin Ang, Erping Li, Chun Yun Kee, L. K. Ang

For metasurfaces, it is difficult to make quantitative comparisons between different ML models without having a common and yet complex dataset used in many disciplines like image classification.

Benchmarking Image Classification +1

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