neurips-2020

There are 7 repositories under neurips-2020 topic.

paperswithcode / releasing-research-code
Tips for releasing research code in Machine Learning (with official NeurIPS 2020 recommendations)
awesome-list machine-learning neurips neurips-2020
2454
mit-han-lab / data-efficient-gans
[NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN Training
data-efficient gans generative-adversarial-network image-generation neurips-2020 pytorch tensorflow
Language:Python 1256
YyzHarry / imbalanced-semi-self
[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning
imbalanced-learning imbalanced-classification semi-supervised-learning unlabeled-data self-supervised-learning long-tail long-tailed-recognition class-imbalance neurips neurips-2020 imbalanced-data
Language:Python 729
implus / GFocal
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection, NeurIPS2020
anchor-free classification dense-detector dense-object-detection detection dfl dirac-delta-distribution focal-loss focalloss generalized-focal-loss gfl inference neurips-2020 object-detection object-recognition one-stage qfl quality-estimation single-stage
Language:Python 563
evidential-deep-learning
aamini / evidential-deep-learning
Learn fast, scalable, and calibrated measures of uncertainty using neural networks!
confidence deep-learning evidence neural-network neurips-2020 pytorch tensorflow uncertainty
Language:Python 398
CharlieDinh / pFedMe
Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)
federated-learning federated-meta-learning neurips-2020 paper per-fedavg personalized-federated-learning pfedme pytorch
Language:Python 273
ermongroup / ncsnv2
The official PyTorch implementation for NCSNv2 (NeurIPS 2020)
score-matching generative-models score-based-generative-modeling diffusion-models neurips-2020
Language:Python 251
THUDM / GRAND
Source code and dataset of the NeurIPS 2020 paper "Graph Random Neural Network for Semi-Supervised Learning on Graphs"
graphs gnn semi-supervised-learning neurips-2020 data-augmentation graph-neural-networks
Language:Python 202
louisfb01 / Top-10-Computer-Vision-Papers-2020
A list of the top 10 computer vision papers in 2020 with video demos, articles, code and paper reference.
artificial-intelligence computer-vision computer-graphics cv deep-learning deep-neural-networks paper papers eccv2020 eccv iccv neurips-2020 aaai2020 ieee iclr2020 icml-2020 nips-2020 research-paper research paper-references
189
csdongxian / AWP
Codes for NeurIPS 2020 paper "Adversarial Weight Perturbation Helps Robust Generalization"
adversarial-attacks adversarial-training neurips-2020 pytorch
Language:Python 166
xliucs / MTTS-CAN
Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurement (NeurIPS 2020)
cardiovascular computer-vision deep-learning healthcare mobilehealth neurips neurips-2020 physiological-signals physiologicalsensing rppg mobile-computing on-device-ai on-device-ml ubiquitous-computing remote-physiological-measurement ppg
Language:Python 160
Khrylx / RFC
[NeurIPS 2020] Official PyTorch Implementation of "Residual Force Control for Agile Human Behavior Imitation and Extended Motion Synthesis". NeurIPS 2020.
character-animation deepmimic humanoid-control imitation imitation-learning motion-synthesis neurips-2020 pytorch reinforcement-learning residual-force-control
Language:Python 148
neerajwagh / eeg-gcnn
Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network". Accepted for publication (with an oral spotlight!) at ML4H Workshop, NeurIPS 2020.
graph-neural-networks eeg-classification eeg-signals-processing deep-learning machine-learning eeg eeg-signals convolutional-network eeg-gcnn neurips neurips-2020 ml4h dgl-graph pytorch
Language:Python 136
fnn
williamgilpin / fnn
Embed strange attractors using a regularizer for autoencoders
machine-learning neurips-2020 time-series
Language:Jupyter Notebook 121
HebbianMetaLearning
enajx / HebbianMetaLearning
Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686
hebbian hebbian-learning hebbian-plasticity lifelong-learning meta-learning neurips-2020 reinforcement-learning
Language:Python 119
zhegan27 / VILLA
Research Code for NeurIPS 2020 Spotlight paper "Large-Scale Adversarial Training for Vision-and-Language Representation Learning": UNITER adversarial training part
vision-and-language adversarial-training pretraining visual-question-answering neurips-2020
Language:Python 118
mboudiaf / TIM
(NeurIPS 2020) Transductive Information Maximization for Few-Shot Learning https://arxiv.org/abs/2008.11297
few-shot-classifcation few-shot-learning few-shot neurips-2020 mutual-information transductive-learning optimization-methods
Language:Python 116
CUAI / Neural-Manifold-Ordinary-Differential-Equations
[NeurIPS 2020] Neural Manifold Ordinary Differential Equations (https://arxiv.org/abs/2006.10254)
generative-models machine-learning neural-manifold-odes neurips-2020
Language:Python 107
GemsLab / H2GCN
Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)
graph-neural-networks graphs node-classification heterophily signac neurips-2020
Language:Python 90
polarizationpruning / PolarizationPruning
Implementation of Neuron-level Structured Pruning using Polarization Regularizer
neurips-2020 polarization-regularization pruning
Language:Python 79
lmbxmu / RBNN
Pytorch implementation of our paper accepted by NeurIPS 2020 -- Rotated Binary Neural Network
binary-network binary-neural-networks network-compression-acceleration network-quantization neurips2020 neurips-2020
Language:Python 78
dti-clustering
monniert / dti-clustering
(NeurIPS 2020 oral) Code for "Deep Transformation-Invariant Clustering" paper
clustering pytorch unsupervised-learning image-clustering neurips2020 neurips-2020 computer-vision deep-learning
Language:Python 72
baiksung / ALFA
Source code for NeurIPS 2020 paper "Meta-Learning with Adaptive Hyperparameters"
maml pytorch meta-learning deep-learning machine-learning few-shot-learning neurips neurips-2020
Language:Python 68
dongyp13 / Adversarial-Distributional-Training
Adversarial Distributional Training (NeurIPS 2020)
adversarial-defense adversarial-machine-learning adversarial-training neurips-2020 pytorch robustness
Language:Python 60
kdmayer / 3D-PV-Locator
Dockerized Repo for "3D-PV-Locator: Large-scale detection of rooftop-mounted photovoltaic systems in 3D" based on Applied Energy publication.
neurips-2020 solar renewable-energy pv-systems deepsolar computer-vision inception-v3 deeplabv3 network-planning solar-panels climate-change ai deep-learning remote-sensing satellite-imagery
Language:Python 48
Self-Tuning-Networks
pomonam / Self-Tuning-Networks
PyTorch implementation of "STNs" and "Delta-STNs".
hyperparameter-optimization bilevel-optimization self-tuning-network pytorch neurips-2020 deep-learning
Language:Python 46
flyingtango / DiGCN
Implement of DiGCN, NeurIPS-2020
graph neurips-2020 semi-supervised-learning graph-neural-networks digraphs
Language:Python 44
hmdolatabadi / AdvFlow
[NeurIPS2020] The official repository of "AdvFlow: Inconspicuous Black-box Adversarial Attacks using Normalizing Flows".
adversarial-machine-learning black-box-attacks neurips-2020 normalizing-flows
Language:Python 43
Hybrid-learn2branch
pg2455 / Hybrid-learn2branch
Hybrid Models for Learning to Branch (NeurIPS 2020)
deep-learning discrete-optimization graph-neural-networks neurips-2020
Language:Python 43
BorealisAI / continuous-time-flow-process
PyTorch code of "Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows" (NeurIPS 2020)
pytorch neurips-2020 normalizing-flows generative-model stochastic-processes
Language:Python 42
parthnatekar / pgdl
Winning Solution of the NeurIPS 2020 Competition on Predicting Generalization in Deep Learning
deep-learning generalization neurips-2020 representation-learning
Language:Python 38
JosephKJ / merlin
(NeurIPS 2020) Meta-Consolidation for Continual Learning
continual-learning incremental-learning meta-learning neurips neurips-2020
Language:Python 36
princeton-vl / attach-juxtapose-parser
Code for the paper "Strongly Incremental Constituency Parsing with Graph Neural Networks"
machine-learning neurips-2020 nlp parsing
Language:Python 31
deep-spin / sparse-marginalization-lvm
Official PyTorch (Lightning) implementation of the NeurIPS 2020 paper "Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity".
neurips-2020 nips-2020 neurips variational-autoencoder variational-inference discrete structure generative-model emergent-communication marginalization sparsity sparsemax sparsemap pytorch vae deep-learning
Language:Python 27
pxiangwu / TopoFilter
NeurIPS 2020, "A Topological Filter for Learning with Label Noise".
label noise neurips-2020
Language:C++ 27
VinAIResearch / input-aware-backdoor-attack-release
Input-aware Dynamic Backdoor Attack (NeurIPS 2020)
backdoor-attack security deep-learning neurips-2020 attack deep-learning-security
Language:Python 26

neurips-2020

paperswithcode / releasing-research-code

mit-han-lab / data-efficient-gans

YyzHarry / imbalanced-semi-self

implus / GFocal

aamini / evidential-deep-learning

CharlieDinh / pFedMe

ermongroup / ncsnv2

THUDM / GRAND

louisfb01 / Top-10-Computer-Vision-Papers-2020

csdongxian / AWP

xliucs / MTTS-CAN

Khrylx / RFC

neerajwagh / eeg-gcnn

williamgilpin / fnn

enajx / HebbianMetaLearning

zhegan27 / VILLA

mboudiaf / TIM

CUAI / Neural-Manifold-Ordinary-Differential-Equations

GemsLab / H2GCN

polarizationpruning / PolarizationPruning

lmbxmu / RBNN

monniert / dti-clustering

baiksung / ALFA

dongyp13 / Adversarial-Distributional-Training

kdmayer / 3D-PV-Locator

pomonam / Self-Tuning-Networks

flyingtango / DiGCN

hmdolatabadi / AdvFlow

pg2455 / Hybrid-learn2branch

BorealisAI / continuous-time-flow-process

parthnatekar / pgdl

JosephKJ / merlin

princeton-vl / attach-juxtapose-parser

deep-spin / sparse-marginalization-lvm

pxiangwu / TopoFilter

VinAIResearch / input-aware-backdoor-attack-release