| WebLLM: A High-Performance In-Browser LLM Inference Engine | Dec 20, 2024 | CPUGPU | CodeCode Available | 11 |
| PowerInfer-2: Fast Large Language Model Inference on a Smartphone | Jun 10, 2024 | CPULanguage Modeling | CodeCode Available | 9 |
| OnPrem.LLM: A Privacy-Conscious Document Intelligence Toolkit | May 12, 2025 | GPUPrivacy Preserving | CodeCode Available | 4 |
| BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text | Mar 27, 2024 | ArticlesLanguage Modeling | CodeCode Available | 4 |
| Eliminating Domain Bias for Federated Learning in Representation Space | Nov 25, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 4 |
| GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning | Aug 20, 2023 | FairnessFederated Learning | CodeCode Available | 4 |
| FedML-HE: An Efficient Homomorphic-Encryption-Based Privacy-Preserving Federated Learning System | Mar 20, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 4 |
| CHESS: Contextual Harnessing for Efficient SQL Synthesis | May 27, 2024 | Large Language ModelPrivacy Preserving | CodeCode Available | 3 |
| OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning | Feb 10, 2024 | Federated LearningInstruction Following | CodeCode Available | 3 |
| Privacy-Preserving Tree-Based Inference with TFHE | Feb 13, 2023 | Privacy Preserving | CodeCode Available | 3 |
| Syft 0.5: A Platform for Universally Deployable Structured Transparency | Apr 26, 2021 | Privacy Preserving | CodeCode Available | 3 |
| HARDVS: Revisiting Human Activity Recognition with Dynamic Vision Sensors | Nov 17, 2022 | Activity PredictionActivity Recognition | CodeCode Available | 3 |
| Deep Neural Networks for Encrypted Inference with TFHE | Feb 13, 2023 | Privacy Preserving | CodeCode Available | 3 |
| A Survey on LoRA of Large Language Models | Jul 8, 2024 | Federated Learningparameter-efficient fine-tuning | CodeCode Available | 3 |
| TEVR: Improving Speech Recognition by Token Entropy Variance Reduction | Jun 25, 2022 | Automatic Speech Recognition (ASR)Language Modeling | CodeCode Available | 2 |
| Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models | Sep 14, 2024 | parameter-efficient fine-tuningPrivacy Preserving | CodeCode Available | 2 |
| TenSEAL: A Library for Encrypted Tensor Operations Using Homomorphic Encryption | Apr 7, 2021 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 2 |
| SafeEar: Content Privacy-Preserving Audio Deepfake Detection | Sep 14, 2024 | Audio Deepfake DetectionDeepFake Detection | CodeCode Available | 2 |
| OpBoost: A Vertical Federated Tree Boosting Framework Based on Order-Preserving Desensitization | Oct 4, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| AutoFi: Towards Automatic WiFi Human Sensing via Geometric Self-Supervised Learning | Apr 12, 2022 | Activity RecognitionDomain Adaptation | CodeCode Available | 2 |
| Learnware of Language Models: Specialized Small Language Models Can Do Big | May 19, 2025 | Privacy PreservingQuestion Answering | CodeCode Available | 2 |
| A Synthetic Dataset for Personal Attribute Inference | Jun 11, 2024 | AttributeAuthor Profiling | CodeCode Available | 2 |
| Medical Diffusion: Denoising Diffusion Probabilistic Models for 3D Medical Image Generation | Nov 7, 2022 | Computed Tomography (CT)Denoising | CodeCode Available | 2 |
| FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF | Dec 20, 2024 | Privacy Preservingreinforcement-learning | CodeCode Available | 2 |
| FedGH: Heterogeneous Federated Learning with Generalized Global Header | Mar 23, 2023 | Federated LearningPrediction | CodeCode Available | 2 |
| Federated Learning with New Knowledge: Fundamentals, Advances, and Futures | Feb 3, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| NVIDIA FLARE: Federated Learning from Simulation to Real-World | Oct 24, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| CLEAR: A Fully User-side Image Search System | Jun 17, 2022 | Image RetrievalPrivacy Preserving | CodeCode Available | 2 |
| FATE-LLM: A Industrial Grade Federated Learning Framework for Large Language Models | Oct 16, 2023 | Federated Learningparameter-efficient fine-tuning | CodeCode Available | 2 |
| Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation | Nov 24, 2022 | FairnessFraud Detection | CodeCode Available | 2 |
| Enhancing Privacy in Federated Learning: Secure Aggregation for Real-World Healthcare Applications | Sep 2, 2024 | CPUFederated Learning | CodeCode Available | 2 |
| FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning | Feb 27, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Layerwise Unified Compression and Adaptive Layer Tuning and Voting | Jun 22, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Does Image Anonymization Impact Computer Vision Training? | Jun 8, 2023 | Face AnonymizationInstance Segmentation | CodeCode Available | 2 |
| Edit Away and My Face Will not Stay: Personal Biometric Defense against Malicious Generative Editing | Nov 25, 2024 | Privacy Preserving | CodeCode Available | 2 |
| Encrypted Vector Similarity Computations Using Partially Homomorphic Encryption: Applications and Performance Analysis | Mar 7, 2025 | Image RetrievalPrivacy Preserving | CodeCode Available | 2 |
| Enhancing the Utility of Privacy-Preserving Cancer Classification using Synthetic Data | Jul 17, 2024 | Breast Cancer DetectionCancer Classification | CodeCode Available | 2 |
| Evaluation of Bio-Inspired Models under Different Learning Settings For Energy Efficiency in Network Traffic Prediction | Dec 23, 2024 | Privacy PreservingTraffic Prediction | CodeCode Available | 2 |
| DensePose From WiFi | Dec 31, 2022 | 3D Human Pose EstimationBody Detection | CodeCode Available | 2 |
| Differentially Private Synthetic Data via Foundation Model APIs 2: Text | Mar 4, 2024 | Privacy Preserving | CodeCode Available | 2 |
| Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting | Dec 5, 2024 | Federated LearningManagement | CodeCode Available | 2 |
| FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations | Sep 9, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| A Survey on Federated Fine-tuning of Large Language Models | Mar 15, 2025 | Federated Learningparameter-efficient fine-tuning | CodeCode Available | 2 |
| A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning | Jul 16, 2023 | Continual LearningFederated Learning | CodeCode Available | 2 |
| Improved Scene Landmark Detection for Camera Localization | Jan 31, 2024 | Camera LocalizationPose Estimation | CodeCode Available | 2 |
| Investigating Affective Use and Emotional Well-being on ChatGPT | Apr 4, 2025 | Privacy Preserving | CodeCode Available | 2 |
| Offsite-Tuning: Transfer Learning without Full Model | Feb 9, 2023 | modelPrivacy Preserving | CodeCode Available | 2 |
| Communication-Efficient Federated Learning with Binary Neural Networks | Oct 5, 2021 | BinarizationFederated Learning | CodeCode Available | 1 |
| Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning | Sep 12, 2022 | Federated Learningimage-classification | CodeCode Available | 1 |
| COMODO: Cross-Modal Video-to-IMU Distillation for Efficient Egocentric Human Activity Recognition | Mar 10, 2025 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |