Top 10 generalization Open-Source Projects

transferlearning

1 12,914 7.8 Python

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

6 553 7.6

A professionally curated list of papers, tutorials, books, videos, articles and open-source libraries etc for Out-of-distribution detection, robustness, and generalization

Project mention: Awesome-Out-Of-Distribution-Detection | /r/aiengineer | 2023-08-15

InfluxDB

www.influxdata.com featured

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
pomdp-baselines

5 277 4.3 Python

Simple (but often Strong) Baselines for POMDPs in PyTorch, ICML 2022
ImageNetV2

1 225 2.1 Jupyter Notebook

A new test set for ImageNet
CausalWorld

1 201 0.0 Python

CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning
masala-parser

1 140 0.0 JavaScript

Javascript Generalized Parser Combinators
CARL

1 124 9.4 Python

Benchmarking RL generalization in an interpretable way.
SaaSHub

www.saashub.com featured

SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
adversarial-reinforcement-learning

15 76 6.1

Reading list for adversarial perspective and robustness in deep reinforcement learning.

Project mention: Safety in Deep Reinforcement Learning | /r/programming | 2023-12-06

transformer_generalization

1 65 0.0 Python

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.
Generalizing-Lottery-Tickets

1 50 0.0 Jupyter Notebook

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"

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

generalization related posts

Safety in Deep Reinforcement Learning

1 project | /r/programming | 6 Dec 2023
Adversarial Reinforcement Learning

1 project | /r/LocalLLaMA | 27 Oct 2023
Adversarial Reinforcement Learning

1 project | /r/compsci | 24 Oct 2023
EzgiKorkmaz/adversarial-reinforcement-learning: Reading list for adversarial perspective and robustness in deep reinforcement learning.

1 project | /r/programming | 22 Oct 2023
Robust Reinforcement Learning

1 project | /r/Automate | 19 Oct 2023
Adversarial Reinforcement Learning

1 project | /r/learnmachinelearning | 19 Oct 2023
Adversarial Reinforcement Learning

1 project | /r/cogsci | 24 Sep 2023
A note from our sponsor - SaaSHub
www.saashub.com | 15 May 2024

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Index

What are some of the best open-source generalization projects? This list will help you:

	Project	Stars
1	transferlearning	12,914
2	Awesome-Out-Of-Distribution-Detection	553
3	pomdp-baselines	277
4	ImageNetV2	225
5	CausalWorld	201
6	masala-parser	140
7	CARL	124
8	adversarial-reinforcement-learning	76
9	transformer_generalization	65
10	Generalizing-Lottery-Tickets	50