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toil2sweet's Projects

agem icon agem

Official implementation of the Averaged Gradient Episodic Memory (A-GEM) in Tensorflow

bci icon bci

Application of OWM Method on RNN Network

brain-inspired-replay icon brain-inspired-replay

A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).

continual-learning icon continual-learning

PyTorch implementation of various methods for continual learning (XdG, EWC, online EWC, SI, LwF, GR, GR+distill, RtF, ER, A-GEM, iCaRL).

crnet icon crnet

Official Implementation of "CRNet: A Fast Continual Learning Framework with Random Theory" paper

deep-rvfl icon deep-rvfl

Deep Random Vector Functional Link training function

eft icon eft

Class Incremental learning, Task Incremental Learning

facil icon facil

Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.

gang-neuron icon gang-neuron

Dendrite Net: A White-Box Module for Classification, Regression, and System Identification: https://arxiv.org/abs/2004.03955. It may be time to improve the neuron of artificial neural network (IEEE preprints-IEEE preprints ranking (TechRxiv): Top 1 in yearly popularity-You should cite it.): https://doi.org/10.36227/techrxiv.12477266

lottery-jackpots icon lottery-jackpots

Pytorch implementation of our paper accepted by TPAMI 2023 — Lottery Jackpots Exist in Pre-trained Models

owm icon owm

Code for Continual Learning of Context-dependent Processing in Neural Networks

rpsnet icon rpsnet

Official Implementation of "Random Path Selection for Incremental Learning" paper. NeurIPS 2019

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