mkirchhof / Probabilistic_Contrastive_Learning
This repository contains the code for our paper "Probabilistic Contrastive Learning Recovers the Correct Aleatoric Uncertainty of Ambiguous Inputs".
☆40Updated last year
Alternatives and similar repositories for Probabilistic_Contrastive_Learning:
Users that are interested in Probabilistic_Contrastive_Learning are comparing it to the libraries listed below
- Code release for paper Extremely Simple Activation Shaping for Out-of-Distribution Detection☆52Updated 6 months ago
- ☆44Updated 2 years ago
- ☆108Updated last year
- Official implementation of paper Gradient Matching for Domain Generalization☆119Updated 3 years ago
- Github code for the paper Maximum Class Separation as Inductive Bias in One Matrix. Arxiv link: https://arxiv.org/abs/2206.08704☆29Updated last year
- ☆16Updated last year
- Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style☆51Updated 3 years ago
- Pytorch code for "Improving Self-Supervised Learning by Characterizing Idealized Representations"☆40Updated 2 years ago
- Visual Representation Learning Benchmark for Self-Supervised Models☆35Updated 11 months ago
- MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts (ICLR 2022)☆109Updated 2 years ago
- Natural Language Descriptions of Deep Visual Features, ICLR 2022☆62Updated last year
- ☆108Updated 2 years ago
- Official implementation for Equivariant Architectures for Learning in Deep Weight Spaces [ICML 2023]☆86Updated last year
- Whitening for Self-Supervised Representation Learning | Official repository☆129Updated 2 years ago
- [ICML2023] InfoOT: Information Maximizing Optimal Transport☆40Updated last year
- Code for "SAM as an Optimal Relaxation of Bayes", ICLR 2023.☆25Updated last year
- [ICLR'22] Self-supervised learning optimally robust representations for domain shift.☆23Updated 3 years ago
- Code and data for the paper "In or Out? Fixing ImageNet Out-of-Distribution Detection Evaluation"☆24Updated last year
- Official PyTorch implementation of the Fishr regularization for out-of-distribution generalization☆85Updated 2 years ago
- Repo for the paper: "Agree to Disagree: Diversity through Disagreement for Better Transferability"☆35Updated 2 years ago
- A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in y…☆45Updated 2 years ago
- Code for the paper Self-Supervised Learning of Split Invariant Equivariant Representations☆28Updated last year
- Hyperbolic Busemann Learning with Ideal Prototypes, NeurIPS2021☆24Updated 3 years ago
- Uncertainty-aware representation learning (URL) benchmark☆102Updated 2 weeks ago
- Official code for the ICML 2024 paper "The Entropy Enigma: Success and Failure of Entropy Minimization"☆49Updated 9 months ago
- ☆58Updated 3 years ago
- ☆18Updated 3 years ago
- Energy-Based Models for Continual Learning Official Repository (PyTorch)☆40Updated 2 years ago
- Code for ICLR 2022 Paper, "Controlling Directions Orthogonal to a Classifier"☆35Updated last year
- ☆40Updated 2 years ago