We propose Prism, a dynamic sparse attention framework for natively training joint video-audio generation models at 2K.
DeepSelect: TopK kernels for DeepSeek Sparse Attention (DSA) and Samplers
CasADi is a symbolic framework for numeric optimization implementing automatic differentiation in forward and reverse modes on sparse matrix-valued computational graphs. It supports self-contained C-code generation and interfaces state-of-the-art codes such as SUNDIALS, IPOPT etc. It can be used from C++, Python, Matlab/Octave, Julia or Javascript
Adaptive Block Sparse Attention for MiniMax-H3
One Postgres for your application data, full-text search, vector retrieval, and aggregations. Home of the pg_search extension.
GTSAM is a library of C++ classes that implement smoothing and mapping (SAM) in robotics and vision, using factor graphs and Bayes networks as the underlying computing paradigm rather than sparse matrices.
OpenVDB - Sparse volume data structure and tools
[CVPR 2026] Towards Real-Time Diffusion-Based Streaming Video Super-Resolution β An efficient one-step diffusion framework for streaming VSR with locality-constrained sparse attention and a tiny conditional decoder.
A package for the sparse identification of nonlinear dynamical systems from data
Training Sparse Autoencoders on Language Models
cuVS - a library for vector search and clustering on the GPU
This repo is a alternative solution for standard self-attention. It uses tree routing with learnable functions for cheaper self-attention while not compromising accuracy.
DeepSeek V4 Flash 0731 - free deepseek v4 flash download, gguf, ollama, deepseek v4 pro 0813. deepseek v4 flash vs pro, benchmark, MoE, 1M context, compressed sparse attention, coding. CUDA/CPU, no API key, Windows local AI. Download:π‘
Productive, portable, and performant GPU programming in Python.
The AI-native database built for LLM applications, providing incredibly fast hybrid search of dense vector, sparse vector, tensor (multi-vector), and full-text.
SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime
CUDA Library Samples
Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
The Universal Storage Engine
SeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.
Linear algebra, eigenvalues, FFT, Bessel, elliptic, orthogonal polys, geometry, NURBS, numerical quadrature, 3D transfinite interpolation, random numbers, Mersenne twister, probability distributions, optimisation, differential equations.
The official SuiteSparse library: a suite of sparse matrix algorithms authored or co-authored by Tim Davis, Texas A&M University.
Owl - OCaml Scientific Computing @ https://ocaml.xyz
[NeurIPS'24 Spotlight, ICLR'25, ICML'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention, which reduces inference latency by up to 10x for pre-filling on an A100 while maintaining accuracy.
RAFT contains fundamental widely-used algorithms and primitives for machine learning and information retrieval. The algorithms are CUDA-accelerated and form building blocks for more easily writing high performance applications.
Library for specialized dense and sparse matrix operations, and deep learning primitives.
Fast, hierarchical, sparse Voxel Grid
C++ library for solving large sparse linear systems with algebraic multigrid method
Rust implementation of CSS Syntax Level 3
Parallel solvers for sparse linear systems featuring multigrid methods.
A source-available Codex skill for distilling photographs into sparse editorial abstractions.
Trainable fast and memory-efficient sparse attention
Sparse multi-dimensional arrays for the PyData ecosystem
sparse linear algebra library for rust
Numerical linear algebra software package
Open source impl of **MV-DUSt3R+ Single-Stage Scene Reconstruction from Sparse Views In 2 Seconds** from Meta Reality Labs. Project page https://mv-dust3rp.github.io/
SLA: Beyond Sparsity in Diffusion Transformers via Fine-Tunable SparseβLinear Attention
Armadillo: fast C++ library for linear algebra (matrix maths) & scientific computing
Distributed-memory, arbitrary-precision, dense and sparse-direct linear algebra, conic optimization, and lattice reduction
Pure Java LP, QP and MIP solvers plus fast linear algebra. Zero dependencies, MIT licensed. Mathematical optimization and linear algebra for the JVM.
Veda Sparse Attention for ComfyUI
Dyno Lab β an AI safety, alignment and interpretability research workbench for Apple Silicon. Explore activations, probes, SAEs and interventions with local inference, a Python SDK, APIs and MCP.
NVIDIA Sol-Attn for ComfyUI / Triton kernel on SM89 - SM121, with zero-copy MiniMax H3 nodes: memory-efficient attention, scheduled tau with graph preview, and feed-forward chunking. Measured 1.14β1.44Γ vs SageAttention and β37% MLP peak VRAM on H3
MiniMax H3 Ref2VA acceleration for ComfyUI on an RTX 4070 12GB: 4-bit FC1 weights + Streaming VSA sparse attention. 1024x1792 video with audio in about 3 min 17 s, about 3.4x faster than dense attention.
Official implementation of the paper "VGGT-Diff: Visual Geometry Meets Diffusion for Sparse-View Novel View Synthesis."
ResOPD: Tail Residualization for Sparse On-Policy Distillation. Core implementation built on verl.
GLM-5.3-Flash EXL3 (320B MoE) on 2x NVIDIA DGX Spark β production serving kit, 1M context, 97%+ multi-session prefix caching, DFlash2 spec decode
A single executed notebook building and training a small GPT with RoPE and a phase-aware sparse MoE experiment
Sparse acceleration and LoRA fine-tuning of MiniMax-H3 on resource-constrained machines.
Piecewise-Taylor Attention
MC-Sparse: Deconstructing and Closing the DenseβSparse Attention Gap in Diffusion Transformers.
Sparse-upcycle a dense Gemma-3-270m into a Mixture-of-Experts (gemma3moe) and serve it on llama.cpp (CPU). Upcycle, train, inspect routing, GGUF.
TaoMate-H3 3-step acceleration package for ComfyUI on an RTX 4070 12GB: 4-bit (W4A4) FFN weights, 10% sparse attention and extra INT8 weight caching, with Windows setup and sample workflows.
Generate quirky, hand-drawn 16:9 body text illustrations for English articles featuring Blotcat β a deadpan solid-black cat. Pure white background, sparse annotations, one structure per image.
Open-source vector database and sub-microsecond key-value store in one Go engine β embed it as a library, run it standalone, or replicate it across a Raft cluster. HNSW/IVF/Vamana indexes, quantization, hybrid dense+sparse and BM25 search, WASM stored procedures. Apache-2.0.
11:00 Create playful, restrained hand-drawn illustrations from photos or prompts, featuring natural open contours, tactile variable-width lines, pale backgrounds, sparse muted color, JPG delivery, and optional GIF motion.
Official Code for LpWM: A Case for Sparse Representations in World Models
Sparse Transformers in JAX
Sol-Attn (arXiv 2607.24027) sparse acceleration for MiniMax H3 on V100 β single-node ComfyUI plugin (embedded FP16Safe + keep-or-drop kernel)
[LIMIT@ECCV 2026] RIPE, minus the negatives, plus a trainable matcher - full sparse matching pipelines learned from positive image pairs alone.