Pinned Repositories
CAL
A Second-Order Approach to Learning with Instance-Dependent Label Noise (CVPR'21 oral)
cifar-10-100n
Human annotated noisy labels for CIFAR-10 and CIFAR-100. The website of CIFAR-N is available at http://www.noisylabels.com/.
cores
Learning with Instance-Dependent Label Noise: A Sample Sieve Approach (ICLR2021)
DuelGAN
PyTorch Implementation of ECCV 2022 paper: "DuelGAN: A Duel Between Two Discriminators Stabilizes the GAN Training".
fair-eval
FairInfl
HOC
negative-label-smoothing
[ICML2022 Long Talk] Official Pytorch implementation of "To Smooth or Not? When Label Smoothing Meets Noisy Labels"
SelfSup_NoisyLabel
Learning from noisy labels via regularization between representations
SimiFeat
REAL@UCSC's Repositories
UCSC-REAL/cifar-10-100n
Human annotated noisy labels for CIFAR-10 and CIFAR-100. The website of CIFAR-N is available at http://www.noisylabels.com/.
UCSC-REAL/negative-label-smoothing
[ICML2022 Long Talk] Official Pytorch implementation of "To Smooth or Not? When Label Smoothing Meets Noisy Labels"
UCSC-REAL/SimiFeat
UCSC-REAL/DuelGAN
PyTorch Implementation of ECCV 2022 paper: "DuelGAN: A Duel Between Two Discriminators Stabilizes the GAN Training".
UCSC-REAL/CAL
A Second-Order Approach to Learning with Instance-Dependent Label Noise (CVPR'21 oral)
UCSC-REAL/cores
Learning with Instance-Dependent Label Noise: A Sample Sieve Approach (ICLR2021)
UCSC-REAL/HOC
UCSC-REAL/SelfSup_NoisyLabel
Learning from noisy labels via regularization between representations
UCSC-REAL/fair-eval
UCSC-REAL/FairInfl
UCSC-REAL/Disparate-SSL
UCSC-REAL/ConstructiveAdaptation
UCSC-REAL/Fairness_Transferability
Fairness Transferability subject to Distribution Shift
UCSC-REAL/BeyondImages
UCSC-REAL/CanLessBeMore
UCSC-REAL/Robust-f-divergence-measures
UCSC-REAL/Credible-sample-elicitation
UCSC-REAL/fair-classification-with-noisy-labels
UCSC-REAL/Identifiability
Identifiability of Label Noise Transition Matrix
UCSC-REAL/PeerLoss
Learning with Noisy Labels by adopting a peer prediction loss function.
UCSC-REAL/Model_Transferability
This repository accompanies the paper Model Transferability with Responsive Decision Subjects accepted by ICML 2023.
UCSC-REAL/fair-participation-sequential-policies
UCSC-REAL/Multi-class-Peer-Loss-functions
Learning with Noisy Labels by adopting a peer prediction loss function (deep learning & multi-class version).
UCSC-REAL/PP-bandit-feedback
This repository accompanies the paper Preformative Prediction with Bandit Feedback:Learning through Reparameterization accepted by ICML 2024.