Toy datasets to evaluate algorithms for domain generalization and invariance learning.
☆43Dec 5, 2021Updated 4 years ago
Alternatives and similar repositories for InvarianceUnitTests
Users that are interested in InvarianceUnitTests are comparing it to the libraries listed below
Sorting:
- Code to implement the AND-mask and geometric mean to do gradient based optimization, from the paper "Learning explanations that are hard …☆41Nov 12, 2020Updated 5 years ago
- Distributional and Outlier Robust Optimization (ICML 2021)☆28Jul 10, 2021Updated 4 years ago
- MDL Complexity computations and experiments from the paper "Revisiting complexity and the bias-variance tradeoff".☆18Jun 12, 2023Updated 2 years ago
- ☆31Oct 13, 2021Updated 4 years ago
- Repository for theory and methods for Out-of-Distribution (OoD) generalization☆63Mar 4, 2022Updated 3 years ago
- Distributionally robust neural networks for group shifts☆294Jan 3, 2023Updated 3 years ago
- PyTorch code to run synthetic experiments.☆435Sep 8, 2021Updated 4 years ago
- Model Patching: Closing the Subgroup Performance Gap with Data Augmentation☆42Nov 17, 2020Updated 5 years ago
- Code relative to "Adversarial robustness against multiple and single $l_p$-threat models via quick fine-tuning of robust classifiers"☆19Nov 30, 2022Updated 3 years ago
- Implementation for <Orthogonal Over-Parameterized Training> in CVPR'21.☆22Jul 16, 2021Updated 4 years ago
- ☆63Sep 29, 2020Updated 5 years ago
- ☆44Oct 30, 2025Updated 4 months ago
- Implementation of the models and datasets used in "An Information-theoretic Approach to Distribution Shifts"☆25Nov 2, 2021Updated 4 years ago
- Humans understand novel sentences by composing meanings and roles of core language components. In contrast, neural network models for nat…☆27Apr 23, 2020Updated 5 years ago
- DiWA: Diverse Weight Averaging for Out-of-Distribution Generalization☆31Jan 31, 2023Updated 3 years ago
- ☆49Nov 1, 2022Updated 3 years ago
- A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.☆592Jan 26, 2024Updated 2 years ago
- ☆111Sep 20, 2023Updated 2 years ago
- Official repository for CMU Machine Learning Department's 10732: Robustness and Adaptivity in Shifting Environments☆78Dec 5, 2022Updated 3 years ago
- Code for "Just Train Twice: Improving Group Robustness without Training Group Information"☆73May 18, 2024Updated last year
- Code for the paper 'Neural Variational Gradient Descent'. We perform nonparametric variational inference by transporting samples along a …☆12Jul 29, 2021Updated 4 years ago
- Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems☆33Jan 27, 2023Updated 3 years ago
- ☆33Jul 8, 2018Updated 7 years ago
- ☆15Sep 5, 2016Updated 9 years ago
- ☆12Jul 17, 2023Updated 2 years ago
- Repo for the paper: "Agree to Disagree: Diversity through Disagreement for Better Transferability"☆36Oct 25, 2022Updated 3 years ago
- ☆34Mar 13, 2021Updated 4 years ago
- The repository for the Deep Learning practicals of the ASCI Computer Vision by Learning course 2022☆14May 11, 2022Updated 3 years ago
- ☆17Jun 20, 2024Updated last year
- RWA in pytorch☆14May 7, 2017Updated 8 years ago
- reproduces experiments from "Grounding inductive biases in natural images: invariance stems from variations in data"☆17Sep 25, 2024Updated last year
- Code for Canonical 3D Deformable Mapping (C3DM) paper☆19Sep 19, 2021Updated 4 years ago
- Repo containing to-dos and instructions for DRL in POMDPs.jl☆11Jun 21, 2016Updated 9 years ago
- ☆18Oct 29, 2022Updated 3 years ago
- Official implementation of "Continual Learning by Modeling Intra-Class Variation" (MOCA). [TMLR 2023]☆16Mar 3, 2023Updated 3 years ago
- ☆19Oct 29, 2014Updated 11 years ago
- Repository for reproducing `Model-Based Robust Deep Learning`☆16Jan 22, 2021Updated 5 years ago
- ☆18Oct 29, 2021Updated 4 years ago
- [CVPR 2021] "The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models" Tianlong Chen, Jon…☆68Dec 17, 2022Updated 3 years ago