generalization

There are 6 repositories under generalization topic.

transferlearning
jindongwang / transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
deep-learning domain-adaptation domain-adaption domain-generalization few-shot few-shot-learning generalization machine-learning meta-learning paper papers representation-learning self-supervised-learning style-transfer survey theory transfer-learning transferlearning tutorial-code unsupervised-learning
Language:Python 13187
SinclairCoder / Instruction-Tuning-Papers
Reading list of Instruction-tuning. A trend starts from Natrural-Instruction (ACL 2022), FLAN (ICLR 2022) and T0 (ICLR 2022).
cross-task-generalization generalization instruction instruction-following large-language-models multi-task-learning natural-language-generation natural-language-processing natural-language-understanding prompt-learning
747
adapt-python / adapt
Awesome Domain Adaptation Python Toolbox
domain-adaptation transfer-learning few-shot-learning zero-shot-learning adversarial-learning adversarial-networks feature-selection importance-sampling regularization-parameters machine-learning deep-learning generalization python tensorflow scikit-learn dann
Language:Python 297
twni2016 / pomdp-baselines
Simple (but often Strong) Baselines for POMDPs in PyTorch, ICML 2022
pomdp recurrent-neural-networks meta-rl robust-rl generalization deep-reinforcement-learning pytorch td3 sac discrete-sac credit-assignment
Language:Python 288
QingyongHu / SpinNet
[CVPR 2021] SpinNet: Learning a General Surface Descriptor for 3D Point Cloud Registration
pointcloud registration descriptor 3dmatch kitti generalization pytorch-implementation large-scale
Language:Python 261
modestyachts / ImageNetV2
A new test set for ImageNet
dataset imagenet generalization robustness overfitting
Language:Jupyter Notebook 229
modestyachts / CIFAR-10.1
Release of CIFAR-10.1, a new test set for CIFAR-10.
dataset cifar-10 generalization
Language:Jupyter Notebook 216
modular-rl
huangwl18 / modular-rl
[ICML 2020] PyTorch Code for "One Policy to Control Them All: Shared Modular Policies for Agent-Agnostic Control"
deep-learning reinforcement-learning modularity graph-neural-networks locomotion generalization modular-control decentralized-control message-passing emergent-communication
Language:Jupyter Notebook 213
rr-learning / CausalWorld
CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning
reinforcement-learning transfer-learning robotics causality sim2real generalization
Language:Python 205
ShengcaiLiao / QAConv
[ECCV 2020] QAConv: Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting, and [CVPR 2022] GS: Graph Sampling Based Deep Metric Learning
person-reidentification person-re-identification person-reid person-retrieval person-search person-recognition re-identification re-id temporal-models adaptive-convolution interpretability interpretable-deep-learning correspondence image-matching generalization generalizability deep-metric-learning metric-learning reid domain-generalization
Language:Python 201
mbchang / dynamics
A Compositional Object-Based Approach to Learning Physical Dynamics
physics deep-learning ai prediction modeling physics-2d physics-simulation deep-neural-networks artificial-intelligence torch7 node-js matter-js python-2-7 unsupervised-learning generalization recursion
Language:Lua 169
CHAOZHAO-1 / DG-PHM
This is a reposotory that includes paper、code and datasets about domain generalization-based fault diagnosis and prognosis. (基于领域泛化的故障诊断和预测，持续更新)
diagnosis domain fault generalization phm prognosis benchmark dataset transfer
143
masala / masala-parser
Javascript Generalized Parser Combinators
functional-programming parsec parser-combinator monad generalization
Language:JavaScript 139
liangchen527 / SLADD
Official code for Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection (CVPR 2022 oral)
deepfake-detection generalization adversarial-training self-supervised-learning
Language:Python 130
automl / CARL
Benchmarking RL generalization in an interpretable way.
generalization reinforcement-learning
Language:Python 127
pgdrive
decisionforce / pgdrive
PGDrive: an open-ended driving simulator with infinite scenes from procedural generation
autonomous-driving reinforcement-learning machine-learning simulator procedural-generation imitation-learning generalization deep-learning simulation computer-vision panda3d multi-agent
Language:Python 127
LayneH / self-adaptive-training
[TPAMI2022 & NeurIPS2020] Official implementation of Self-Adaptive Training
machine-learning computer-vision generalization overfitting label-noise adversarial-robustness
Language:Python 127
rehg-lab / 3DShapeGen
Code for 3D Reconstruction of Novel Object Shapes from Single Images paper
3d-reconstruction generalization shape-from-image
Language:Python 123
Wuyxin / DIR-GNN
Official code of "Discovering Invariant Rationales for Graph Neural Networks" (ICLR 2022)
causal-discovery causality generalization graph-neural-networks iclr2022 interpretability invariant-learning pytorch
Language:Python 115
gustaveroussy / sopa
Technology-invariant pipeline for spatial omics analysis (Xenium / MERSCOPE / CosMx / PhenoCycler / MACSima / Hyperion) that scales to millions of cells
generalization memory-management pipeline spatial-omics spatial-transcriptomics snakemake spatialdata multiplexed-imaging
Language:Python 105
weitianxin / awesome-distribution-shift
A curated list of papers and resources about the distribution shift in machine learning.
artificial-intelligence deep-learning distribution-shift domain-adaptation domain-generalization fairness generalization graph machine-learning neural-network robustness
102
dido1998 / Recurrent-Independent-Mechanisms
Implementation of the paper Recurrent Independent Mechanisms (https://arxiv.org/pdf/1909.10893.pdf)
attention deep-learning generalization grus lstms pytorch recurrent-networks rim
Language:Python 97
FranxYao / Distributional-Generalization-in-Natural-Language-Processing
Distributional Generalization in NLP. A roadmap.
compositional-generalization compositionality semantic-parsing semantics generalization learning-theory
Language:Jupyter Notebook 86
harsh306 / awesome-nn-optimization
Awesome list for Neural Network Optimization methods.
optimization neural-network deep-learning non-convex-optimization convex-optimization awesome-list awesome continuation bifurcation curriculum-learning loss-surface dynamical-systems generalization local-minima convergence-analysis
73
addtt / object-centric-library
Library for the training and evaluation of object-centric models (ICML 2022)
distribution-shift generalization object-centric objects ood-generalization representation-learning unsupervised-learning structured-representations
Language:Python 66
RobertCsordas / 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.
deep-learning generalization machine-learning paper pytorch systematic-generalization transformers
Language:Python 66
seawee1 / driver-dojo
A benchmark towards generalizable reinforcement learning for autonomous driving.
adas autonomous-driving carla-simulator generalization gym gym-environment opendrive pcg reinforcement-learning reinforcement-learning-environments rl simulation sumo
Language:Python 65
sayakpaul / Sharpness-Aware-Minimization-TensorFlow
Implements sharpness-aware minimization (https://arxiv.org/abs/2010.01412) in TensorFlow 2.
generalization computer-vision deep-neural-networks loss-landscape tpu-acceleration tensorflow
Language:Jupyter Notebook 60
nishiwen1214 / DropAttack
Code of paper: "DropAttack: A Masked Weight Adversarial Training Method to Improve Generalization of Neural Networks"
adversarial-learning generalization text-classification dropattack pytorch-implementation pytorch
Language:Jupyter Notebook 59
kristijanbartol / general-3d-humans
[CVPR 2022 Oral] Generalizable Human Pose Triangulation
3d-human-pose human-pose-estimation human36m cmu-panoptic feedforward-neural-network generalization stochastic-learning cvpr2022 deep-learning
Language:Python 58
HighwayWu / LASTED
Synthetic Image Detection
generalization language-supervision synthetic-image-detection
Language:Python 51
ExplainableML / WaffleCLIP
Official repository for the ICCV 2023 paper: "Waffling around for Performance: Visual Classification with Random Words and Broad Concepts"
clip generalization llm vision-language
Language:Python 50
varungohil / 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"
generalization lottery-ticket-hypothesis neural-network-compression neurips-2019 pruning reproducibility-challenge
Language:Jupyter Notebook 50
bneyshabur / over-parametrization
Computing various norms/measures on over-parametrized neural networks
deep-learning generalization
Language:Python 48
CHAOZHAO-1 / Domain-generalization-fault-diagnosis-benchmark
This is a benckmark for domain generalization-based fault diagnosis （基于领域泛化的相关代码）
benchmark diagnosis domain fault generalization
Language:Python 47
RobertCsordas / 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.
modularity generalization transformers rnn paper weight-sharing machine-learning pytorch deep-learning
Language:Python 46

generalization

jindongwang / transferlearning

SinclairCoder / Instruction-Tuning-Papers

adapt-python / adapt

twni2016 / pomdp-baselines

QingyongHu / SpinNet

modestyachts / ImageNetV2

modestyachts / CIFAR-10.1

huangwl18 / modular-rl

rr-learning / CausalWorld

ShengcaiLiao / QAConv

mbchang / dynamics

CHAOZHAO-1 / DG-PHM

masala / masala-parser

liangchen527 / SLADD

automl / CARL

decisionforce / pgdrive

LayneH / self-adaptive-training

rehg-lab / 3DShapeGen

Wuyxin / DIR-GNN

gustaveroussy / sopa

weitianxin / awesome-distribution-shift

dido1998 / Recurrent-Independent-Mechanisms

FranxYao / Distributional-Generalization-in-Natural-Language-Processing

harsh306 / awesome-nn-optimization

addtt / object-centric-library

RobertCsordas / transformer_generalization

seawee1 / driver-dojo

sayakpaul / Sharpness-Aware-Minimization-TensorFlow

nishiwen1214 / DropAttack

kristijanbartol / general-3d-humans

HighwayWu / LASTED

ExplainableML / WaffleCLIP

varungohil / Generalizing-Lottery-Tickets

bneyshabur / over-parametrization

CHAOZHAO-1 / Domain-generalization-fault-diagnosis-benchmark

RobertCsordas / modules