A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...
☆402May 29, 2026Updated 3 weeks ago
Alternatives and similar repositories for awesome-deep-phenomena
Users that are interested in awesome-deep-phenomena are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICLR 2025 Spotlight] Code release for "Sharpness-Aware Minimization Efficiently Selects Flatter Minima Late In Training"☆19Feb 20, 2025Updated last year
- A curated list of trustworthy deep learning papers. Continually updating...☆387May 22, 2026Updated 3 weeks ago
- Welcome to the Awesome Feature Learning in Deep Learning Thoery Reading Group! This repository serves as a collaborative platform for sch…☆211Apr 13, 2026Updated 2 months ago
- ☆26Feb 20, 2026Updated 3 months ago
- ☆76Dec 7, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- This paper list focuses on the theoretical and empirical analysis of language models, especially large language models (LLMs). The papers…☆100Jun 3, 2026Updated 2 weeks ago
- [NeurIPS 2021] A Geometric Analysis of Neural Collapse with Unconstrained Features☆62Jul 19, 2022Updated 3 years ago
- Pytorch routines for (Ker)nel (Mac)hines☆12Oct 10, 2025Updated 8 months ago
- Neural Tangent Kernel Papers☆122Jan 12, 2025Updated last year
- A curated list of awesome Deep Learning theories that shed light on the mysteries of DL☆11Jul 20, 2018Updated 7 years ago
- awesome papers in LLM interpretability☆621Aug 20, 2025Updated 9 months ago
- Official PyTorch code for ICLR 2025 paper "Gnothi Seauton: Empowering Faithful Self-Interpretability in Black-Box Models"☆23Mar 4, 2025Updated last year
- [NeurIPS 2022] The official code for our NeurIPS 2022 paper "Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnab…☆46Oct 12, 2022Updated 3 years ago
- A curated list of LLM Interpretability related material - Tutorial, Library, Survey, Paper, Blog, etc..☆307Jan 22, 2026Updated 4 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- This is a curated list for Information Bottleneck Principle, in memory of Professor Naftali Tishby.☆397Feb 12, 2026Updated 4 months ago
- Code accompanying our paper "Feature Learning in Infinite-Width Neural Networks" (https://arxiv.org/abs/2011.14522)☆61May 11, 2021Updated 5 years ago
- ☆23Jan 25, 2024Updated 2 years ago
- [ICML 2024] Code release for "On the Emergence of Cross-Task Linearity in Pretraining-Finetuning Paradigm"☆11Feb 20, 2025Updated last year
- This is a list of peer-reviewed representative papers on deep learning dynamics (optimization dynamics of neural networks). The success o…☆301Apr 10, 2024Updated 2 years ago
- Sharpness-Aware Minimization Leads to Low-Rank Features [NeurIPS 2023]☆29Sep 22, 2023Updated 2 years ago
- The is the official implementation of ICCV 2023 paper "No Fear of Classifier Biases: Neural Collapse Inspired Federated Learning with Syn…☆30Oct 27, 2023Updated 2 years ago
- [IJCAI'22 Survey] Recent Advances on Neural Network Pruning at Initialization.☆59Oct 10, 2023Updated 2 years ago
- A curated list of awesome papers on dataset distillation and related applications.☆1,944Jun 12, 2026Updated last week
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆34Jan 25, 2024Updated 2 years ago
- SGD with large step sizes learns sparse features [ICML 2023]☆34Apr 24, 2023Updated 3 years ago
- ☆18Mar 23, 2025Updated last year
- (ICML 2023) Feature learning in deep classifiers through Intermediate Neural Collapse: Accompanying code☆16Jul 27, 2023Updated 2 years ago
- ☆245May 10, 2024Updated 2 years ago
- ☆10May 21, 2026Updated 3 weeks ago
- The official implementation of “Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training”☆1,001Jan 30, 2024Updated 2 years ago
- Towards Understanding Sharpness-Aware Minimization [ICML 2022]☆38Jun 14, 2022Updated 4 years ago
- Visualization of mean field and neural tangent kernel regime☆23Jul 25, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- [ICLR 2023] The official code for our ICLR 2023 (top25%) paper: "Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class…☆95Aug 7, 2023Updated 2 years ago
- Minimal open-source implementation of AlphaProof and HyperTree Proof Search.☆87May 13, 2026Updated last month
- Example code for the NNGeometry PyTorch library☆10Aug 20, 2025Updated 9 months ago
- Editing Models with Task Arithmetic☆545Jan 11, 2024Updated 2 years ago
- An Open Source Implementation of Anthropic's Paper: "Towards Monosemanticity: Decomposing Language Models with Dictionary Learning"☆67May 12, 2024Updated 2 years ago
- [ICLR 2025] This repository contains the code to reproduce the results from our paper From Sparse Dependence to Sparse Attention: Unveili…☆12Mar 7, 2025Updated last year
- EPFL Course - Optimization for Machine Learning - CS-439☆1,458Jun 5, 2026Updated 2 weeks ago