Direct Sparse Odometry
#自然语言处理#Sparsity-aware deep learning inference runtime for CPUs
Submanifold sparse convolutional networks
OpenVDB - Sparse volume data structure and tools
Transformers-compatible library for applying various compression algorithms to LLMs for optimized deployment with vLLM
Examples of using sparse attention, as in "Generating Long Sequences with Sparse Transformers"
An industrial deep learning framework for high-dimension sparse data
Structure learning for sparse graphs with latent variables
Fast jacobian computation through sparsity exploitation and matrix coloring
[ICML2025] Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity
[CVPR 2021] Exploring Sparsity in Image Super-Resolution for Efficient Inference
Few-view CT reconstruction with group-sparsity regularization
Fast non-allocating calculations of gradients, Jacobians, and Hessians with sparsity support
#计算机科学#Code for Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference (CVPR2020)
[NIPS 2016] Learning Structured Sparsity in Deep Neural Networks
Combined Group and Exclusive Sparsity for Deep Neural Networks, ICML 2017
This code implements sparsity-regularized spectral unmixing of hyperspectral images
PyTorch-Based Fast and Efficient Processing for Various Machine Learning Applications with Diverse Sparsity
Code for phase retrieval of signals with underlying structured sparsity.
SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime
#计算机科学#A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).
MATLAB codes for "Group-sparsity learning approach for bearing fault diagnosis"