TraceFL is a novel mechanism for Federated Learning that achieves interpretability by tracking neuron provenance. It identifies clients responsible for global model predictions, achieving 99% accuracy across diverse datasets (e.g., medical imaging) and neural networks (e.g., GPT).
☆10Nov 12, 2024Updated last year
Alternatives and similar repositories for TraceFL
Users that are interested in TraceFL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- FedDefender is a novel defense mechanism designed to safeguard Federated Learning from the poisoning attacks (i.e., backdoor attacks).☆15Jul 6, 2024Updated last year
- Introduction to Random Forest Algorithm for classification problem and how to select important feaatures in your dataset.☆12Aug 1, 2020Updated 5 years ago
- MartianBank is a microservices demo application that allows customers to access and manage their bank accounts, perform financial transac…☆33Jun 26, 2024Updated last year
- ☆12Jul 2, 2025Updated 8 months ago
- Detect and Read persian plates☆10Oct 24, 2024Updated last year
- OCTCube-M: A 3D multimodal optical coherence tomography foundation model for retinal and systemic diseases with cross-cohort and cross-de…☆22Jun 30, 2025Updated 8 months ago
- Proof of concept for iMessage reactions UI using private API☆19Jan 17, 2025Updated last year
- Repository contains Source Code for YouTube tutorial that teaches the basic concepts of Django required to deploy ML Models.☆15Aug 4, 2021Updated 4 years ago
- ☆18May 30, 2025Updated 9 months ago
- Causing a DDOS attack and mitigating it using blockchain and smart contracts.☆13Apr 26, 2018Updated 7 years ago
- Code for Equitable modelling of brain imaging by counterfactual augmentation with 3D deep generative models☆11Jan 12, 2023Updated 3 years ago
- House Price Prediction☆14Jan 6, 2022Updated 4 years ago
- Simplified implementation of federated learning in PyTorch☆32Jan 7, 2021Updated 5 years ago
- Efficient approximation algorithms for Shapley Values in Horizontal Enterprise Federated Learning☆13May 5, 2020Updated 5 years ago
- ☆13Apr 9, 2021Updated 4 years ago
- A PyTorch implementation of ClipPrompt based on CVPR 2023 paper "CLIP for All Things Zero-Shot Sketch-Based Image Retrieval, Fine-Grained…☆18Nov 5, 2023Updated 2 years ago
- Repo on unlearning in FL. FYP22002@HKUCS.☆15Apr 22, 2023Updated 2 years ago
- The official implementation of CVPR 2025 paper "Invisible Backdoor Attack against Self-supervised Learning"☆17Jul 5, 2025Updated 8 months ago
- [ICCV' 23] FedPD: Federated Open Set Recognition with Parameter Disentanglement☆10Mar 25, 2024Updated 2 years ago
- UCL Module: Programming Foundations for Medical Image Analysis☆22Dec 6, 2025Updated 3 months ago
- Implementation of FedDR algorithm for federated learning.☆11Mar 8, 2022Updated 4 years ago
- ☆26Aug 27, 2025Updated 6 months ago
- Bu Course LLM(Large Language Model) Fine Tune işlemlerini Türkçe klavuz olarak☆11Mar 29, 2025Updated 11 months ago
- [CVPR'24] LOTUS: Evasive and Resilient Backdoor Attacks through Sub-Partitioning☆15Jan 15, 2025Updated last year
- A PyTorch based repository for Federate Learning with Differential Privacy☆17Mar 3, 2023Updated 3 years ago
- ☆16Dec 21, 2019Updated 6 years ago
- Implementation of BapFL: You can Backdoor Attack Personalized Federated Learning☆15Sep 18, 2023Updated 2 years ago
- ☆10Oct 21, 2024Updated last year
- [IJCAI 2024] Redefining Contributions: Shapley-Driven Federated Learning☆21Dec 4, 2025Updated 3 months ago
- GPU-accelerated MDP solvers in Python with JAX☆23Nov 2, 2025Updated 4 months ago
- Submission for the 2020 Facebook community challenge☆10May 29, 2021Updated 4 years ago
- Reproduce Paper "Federated Learning with Non-IID Data"☆10May 3, 2021Updated 4 years ago
- ☆14Dec 8, 2022Updated 3 years ago
- A flexible framework for running experiments with PyTorch models in a simulated Federated Learning (FL) environment.☆15Aug 11, 2023Updated 2 years ago
- ☆20Jun 6, 2025Updated 9 months ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆21Jan 15, 2026Updated 2 months ago
- Causal Deconvolution of Networks by Algorithmic Generative Models☆30May 9, 2019Updated 6 years ago
- This is the repository for valuing individual players within pressing situation in football with symbolic regression methods.☆14Mar 12, 2025Updated last year
- Convolutional Neural Network (CNN) for network intrusion☆23Dec 19, 2025Updated 3 months ago