We propose a lossless compression algorithm based on the NTK matrix for DNN. The compressed network yields asymptotically the same NTK as the original (dense and unquantized) network, with its weights and activations taking values only in {0, 1, -1} up to scaling.
☆26Nov 23, 2023Updated 2 years ago
Alternatives and similar repositories for Lossless_Compression
Users that are interested in Lossless_Compression are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆23May 29, 2026Updated 3 months ago
- [ICLR 2022] "Learning Pruning-Friendly Networks via Frank-Wolfe: One-Shot, Any-Sparsity, and No Retraining" by Lu Miao*, Xiaolong Luo*, T…☆34Jan 20, 2022Updated 4 years ago
- Official PyTorch implementation of "Efficient Latency-Aware CNN Depth Compression via Two-Stage Dynamic Programming" (ICML'23)☆13Apr 13, 2026Updated 4 months ago
- [CVPRW 2021] Dynamic-OFA: Runtime DNN Architecture Switching for Performance Scaling on Heterogeneous Embedded Platforms☆29Nov 9, 2022Updated 3 years ago
- This is a YOLOv4 post-processing code used gpu based on pure libtorch API☆13May 15, 2022Updated 4 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.
- [NeurIPS 2021] “Stronger NAS with Weaker Predictors“, Junru Wu, Xiyang Dai, Dongdong Chen, Yinpeng Chen, Mengchen Liu, Ye Yu, Zhangyang W…☆27Sep 23, 2022Updated 3 years ago
- [CVPR 2022] DiSparse: Disentangled Sparsification for Multitask Model Compression☆13Sep 6, 2022Updated 3 years ago
- Code for our WACV 2021 paper "Exploiting the Redundancy in Convolutional Filters for Parameter Reduction"☆11Jan 6, 2021Updated 5 years ago
- PyTorch implementation of RRD: https://arxiv.org/abs/2407.12073☆15Dec 2, 2025Updated 8 months ago
- codes for ICML2021 paper iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients☆10May 27, 2021Updated 5 years ago
- ☆23Oct 24, 2022Updated 3 years ago
- ☆13Aug 9, 2022Updated 4 years ago
- Code for Sanity-Checking Pruning Methods: Random Tickets can Win the Jackpot☆43Nov 8, 2020Updated 5 years ago
- [ICLR 2023] 'Revisiting Pruning At Initialization Through The Lens of Ramanujan Graph" by Duc Hoang, Shiwei Liu, Radu Marculescu, Atlas W…☆14Aug 4, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- [ICLR 2023] PyTorch code for DFPC: Data flow driven pruning of coupled channels without data.☆15Aug 25, 2023Updated 3 years ago
- ☆18Aug 7, 2023Updated 3 years ago
- Official implementation for paper "Relational Surrogate Loss Learning", ICLR 2022☆37Nov 25, 2022Updated 3 years ago
- "Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded Metrics" by Wuyang Chen, Xinyu Gong, Yu…☆27Aug 20, 2023Updated 3 years ago
- Code for ICML 2022 paper "SPDY: Accurate Pruning with Speedup Guarantees"☆20May 3, 2023Updated 3 years ago
- 国内外数据竞赛资讯整理☆18Nov 6, 2021Updated 4 years ago
- To appear in the 11th International Conference on Learning Representations (ICLR 2023).☆18Feb 24, 2023Updated 3 years ago
- ICML2019 Accepted Paper. Overcoming Multi-Model Forgetting☆14Jun 5, 2019Updated 7 years ago
- Official implementation for "RecursiveDet: End-to-End Region-based Recursive Object Detection" (ICCV 2023)☆18Jan 25, 2024Updated 2 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Code for RepNAS☆14Dec 21, 2021Updated 4 years ago
- model compression and optimization for deployment for Pytorch, including knowledge distillation, quantization and pruning.(知识蒸馏,量化,剪枝)☆21Sep 10, 2024Updated last year
- This repository contains the code of the paper Multi-class classification of brain tumor types from MR Images using EfficientNets☆14Aug 22, 2025Updated last year
- The official (TMLR) implementation of LumiNet: Perception-Driven Knowledge Distillation via Statistical Logit Calibration☆18Aug 17, 2025Updated last year
- Benchmarking Attention Mechanism in Vision Transformers.☆20Oct 10, 2022Updated 3 years ago
- [ICLR'22] PyTorch code for our paper "Learning Efficient Image Super-Resolution Networks via Structure-Regularized Pruning"☆29Feb 18, 2023Updated 3 years ago
- PyTorch implementation for OD-cheap-convolution.☆20Sep 29, 2019Updated 6 years ago
- The official project website of "NORM: Knowledge Distillation via N-to-One Representation Matching" (The paper of NORM is published in IC…☆20Sep 18, 2023Updated 2 years ago
- A generic code base for neural network pruning, especially for pruning at initialization.☆32Sep 3, 2022Updated 3 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- some idea about object detection☆18May 9, 2020Updated 6 years ago
- Advancing Medical Image Segmentation Through Multi-Task and Multi-Scale Contrastive Knowledge Distillation☆20Jun 13, 2024Updated 2 years ago
- Pytorch最小实践☆17Jun 27, 2022Updated 4 years ago
- PyTorch Code for "Evaluating the search phase of Neural Architecture Search" @ ICLR 2020☆49Dec 17, 2019Updated 6 years ago
- The source code of 'Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification' (MICCAI 2021)☆19Sep 17, 2021Updated 4 years ago
- The reproduce for "AM-LFS: AutoML for Loss Function Search"☆14May 20, 2020Updated 6 years ago
- Pi-NAS: Improving Neural Architecture Search by Reducing Supernet Training Consistency Shift (ICCV 2021)☆20Nov 28, 2021Updated 4 years ago