Top generalization open source projects

Transferlearning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

adapt

Awesome Domain Adaptation Python Toolbox

limit-label-memorization

Improving generalization by controlling label-noise information in neural network weights.

✭ 34

Jupyter Notebook python neural-network information-theory memorization generalization

awesome-nn-optimization

Awesome list for Neural Network Optimization methods.

✭ 39

awesome deep-learning neural-network optimization continuation awesome-list dynamical-systems convex-optimization bifurcation generalization curriculum-learning local-minima non-convex-optimization loss-surface convergence-analysis

DiagnoseRE

Source code and dataset for the CCKS201 paper "On Robustness and Bias Analysis of BERT-based Relation Extraction"

✭ 23

python bias relation-extraction robustness generalization adversarial-attacks

3DShapeGen

Code for 3D Reconstruction of Novel Object Shapes from Single Images paper

✭ 92

python C++c cython Mako 3d-reconstruction generalization shape-from-image

SpinNet

[CVPR 2021] SpinNet: Learning a General Surface Descriptor for 3D Point Cloud Registration

✭ 181

python shell matlab descriptor registration large-scale pointcloud kitti generalization 3dmatch pytorch-implementation

modules

The official repository for our paper "Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks". We develop a method for analyzing emerging functional modularity in neural networks based on differentiable weight masks and use it to point out important issues in current-day neural networks.

✭ 25

python machine-learning deep-learning paper transformers pytorch rnn modularity generalization weight-sharing

extrapolate

generalize counter-examples of property-based testing

✭ 13

haskell Makefile shell testing debugging property-based-testing testing-tools property-testing enumerative-testing leancheck generalization counter-example-generalization

Generalizing-Lottery-Tickets

This repository contains code to replicate the experiments given in NeurIPS 2019 paper "One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers"

✭ 48

Jupyter Notebook python pruning generalization neural-network-compression lottery-ticket-hypothesis neurips-2019 reproducibility-challenge

over-parametrization

Computing various norms/measures on over-parametrized neural networks

✭ 46

python deep-learning generalization

paper-notes

ML/DL/RL paper notes

✭ 21

reinforcement-learning deep-learning buzzword-bingo generalization

transformer generalization

The official repository for our paper "The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of Transformers". We significantly improve the systematic generalization of transformer models on a variety of datasets using simple tricks and careful considerations.

✭ 58

python shell machine-learning deep-learning paper transformers pytorch generalization systematic-generalization

pomdp-baselines

Simple (but often Strong) Baselines for POMDPs in PyTorch - ICML 2022

✭ 162

python Jupyter Notebook shell deep-reinforcement-learning pytorch recurrent-neural-networks sac pomdp generalization credit-assignment meta-rl robust-rl td3 discrete-sac

Recurrent-Independent-Mechanisms

Implementation of the paper Recurrent Independent Mechanisms (https://arxiv.org/pdf/1909.10893.pdf)

✭ 90

python deep-learning pytorch recurrent-networks attention rim generalization lstms grus

pgdl

Winning Solution of the NeurIPS 2020 Competition on Predicting Generalization in Deep Learning

✭ 36

python deep-learning representation-learning generalization neurips-2020

Top 16 generalization open source projects