Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)
☆102Jun 10, 2022Updated 4 years ago
Alternatives and similar repositories for shortcut-perspective
Users that are interested in shortcut-perspective are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Benchmark your model on out-of-distribution datasets with carefully collected human comparison data (NeurIPS 2021 Oral)☆362Apr 17, 2025Updated last year
- ☆10Oct 31, 2022Updated 3 years ago
- TBA☆77Mar 22, 2019Updated 7 years ago
- CNN Neural System Identification Model☆31Feb 7, 2018Updated 8 years ago
- Code for the paper "Contrastive Learning Inverts the Data Generating Process".☆93Jul 31, 2024Updated 2 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Trained model weights, training and evaluation code from the paper "A simple way to make neural networks robust against diverse image cor…☆62May 24, 2023Updated 3 years ago
- Toy datasets to evaluate algorithms for domain generalization and invariance learning.☆43Dec 5, 2021Updated 4 years ago
- Code for paper "Can contrastive learning avoid shortcut solutions?" NeurIPS 2021.☆47Mar 29, 2022Updated 4 years ago
- Official code for the paper "Why Do Self-Supervised Models Transfer? Investigating the Impact of Invariance on Downstream Tasks".☆16Dec 7, 2021Updated 4 years ago
- ModelDiff: A Framework for Comparing Learning Algorithms☆60Aug 15, 2023Updated 2 years ago
- Source code for the paper "Exploiting Excessive Invariance caused by Norm-Bounded Adversarial Robustness"☆25Feb 12, 2020Updated 6 years ago
- ☆28Jan 31, 2022Updated 4 years ago
- [ACL'21 Findings] Why Machine Reading Comprehension Models Learn Shortcuts?☆16Aug 8, 2023Updated 3 years ago
- ☆17Jul 6, 2020Updated 6 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- ☆35Mar 13, 2021Updated 5 years ago
- [ECCV 2022] Learning Instance-Specific Adaptation for Cross-Domain Segmentation☆14Jul 17, 2022Updated 4 years ago
- Implementation of Invariant Risk Minimization https://arxiv.org/abs/1907.02893☆94Feb 13, 2020Updated 6 years ago
- An alpha playground for a web-based labeling tool for DLC☆16Jun 9, 2020Updated 6 years ago
- [ECCV2020] Robust Tracking against Adversarial Attacks☆26Sep 9, 2021Updated 4 years ago
- Code for ICML 2023 paper "When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis"☆14Jun 24, 2023Updated 3 years ago
- Implementation of Methods Proposed in Preventing Gradient Attenuation in Lipschitz Constrained Convolutional Networks (NeurIPS 2019)☆37Jun 25, 2020Updated 6 years ago
- ☆26Oct 26, 2020Updated 5 years ago
- Crowdsourcing metrics and test datasets beyond ImageNet (ICML 2022 workshop)☆38May 16, 2024Updated 2 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- The Pitfalls of Simplicity Bias in Neural Networks [NeurIPS 2020] (http://arxiv.org/abs/2006.07710v2)☆42Jan 21, 2024Updated 2 years ago
- Code for the paper "A Whac-A-Mole Dilemma Shortcuts Come in Multiples Where Mitigating One Amplifies Others"☆54Jul 16, 2024Updated 2 years ago
- [NeurIPS 2022] "Randomized Channel Shuffling: Minimal-Overhead Backdoor Attack Detection without Clean Datasets" by Ruisi Cai*, Zhenyu Zh…☆21Oct 1, 2022Updated 3 years ago
- Tensorflow implementation of Invariant Rationalization☆50Feb 16, 2023Updated 3 years ago
- [CVPR 2023] Bridging the Gap between Model Explanations in Partially Annotated Multi-label Classification☆21Oct 12, 2023Updated 2 years ago
- This repository is the official implementation of Unleashing the Power of Contrastive Self-Supervised Visual Models via Contrast-Regulari…☆21Dec 17, 2022Updated 3 years ago
- ☆32Oct 13, 2021Updated 4 years ago
- High-throughput Detection of Neurons for Brain-wide analysis with Deep Learning☆18Feb 21, 2022Updated 4 years ago
- This repository contains the code of the distribution shift framework presented in A Fine-Grained Analysis on Distribution Shift (Wiles e…☆90May 19, 2026Updated 2 months ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- Code for Stability Training with Noise (STN)☆22Dec 27, 2020Updated 5 years ago
- ☆30Feb 17, 2022Updated 4 years ago
- A repository for the paper "Beliefs about AI influence human-AI interaction and can be manipulated to increase perceived trustworthiness,…☆20Oct 5, 2023Updated 2 years ago
- Code for Graph-level Anomaly Detection via Hierarchical Memory Networks (HimNet)☆18Oct 6, 2023Updated 2 years ago
- ☆17Jul 24, 2023Updated 3 years ago
- Investigate the speed of adaptation of structural causal models☆16Feb 11, 2021Updated 5 years ago
- ☆13Apr 7, 2022Updated 4 years ago