facebook / prophet

Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

BlinkDL / RWKV-LM

RWKV (pronounced RwaKuv) is an RNN with great LLM performance, which can also be directly trained like a GPT transformer (parallelizable). We are at RWKV-7 "Goose". So it's combining the best of RNN and transformer - great performance, linear time, constant space (no kv-cache), fast training, infinite ctx_len, and free sentence embedding.

statsmodels / statsmodels

Statsmodels: statistical modeling and econometrics in Python

NVlabs / Sana

SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer

fla-org / flash-linear-attention

🚀 Efficient implementations for emerging model architectures

Pyomo / pyomo

An object-oriented algebraic modeling language in Python for structured optimization problems.

coin-or / pulp

A python Linear Programming API

dynamicslab / pysindy

A package for the sparse identification of nonlinear dynamical systems from data

pnnl / neuromancer

Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.

lmfit / lmfit-py

Non-Linear Least Squares Minimization, with flexible Parameter settings, based on scipy.optimize, and with many additional classes and methods for curve fitting.

superlinear-ai / raglite

🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL

bashtage / linearmodels

Additional linear models including instrumental variable and panel data models that are missing from statsmodels.

SandAI-org / MagiAttention

A Distributed Attention Towards Linear Scalability for Ultra-Long Context, Heterogeneous Data Training

QwenLM / FlashQLA

high-performance linear attention kernel library built on TileLang

davidusb-geek / emhass

emhass: Energy Management for Home Assistant, is a Python module designed to optimize your home energy interfacing with Home Assistant.

simpeg / simpeg

Simulation and Parameter Estimation in Geophysics - A python package for simulation and gradient based parameter estimation in the context of geophysical applications.

patrick-kidger / lineax

Linear solvers in JAX and Equinox. https://docs.kidger.site/lineax

inclusionAI / cuLA

CUDA kernels for linear attention variants, written in CuTe DSL and CUTLASS C++.

thu-ml / SLA

SLA: Beyond Sparsity in Diffusion Transformers via Fine-Tunable Sparse–Linear Attention

PyLops / pylops

PyLops – A Linear-Operator Library for Python

pathsim / pathsim

A Python native dynamical system simulation framework in the block diagram paradigm.

nicolab28 / ComfyUI-ClipProj

Swap a large text encoder for a small one with a learned linear projection. MiniMax H3 conditioning from 15.7 GB down to 5.2 GB.

sunyuzheng / lizheng-open-context

Source-grounded public context for 立正: Superlinear posts, selected comments, YouTube, Public Axioms V1, and 《真本事》.

yfyeung / PrunedCTC

Memory-efficient CTC loss with exact loss and first-order gradient equivalence under vocabulary reduction, and activation memory that no longer scales linearly with vocabulary size.

Intellindust-AI-Lab / GTR

GTR: Gated Token Recurrence for Efficient Dense Prediction

Ali-Marandi / chembalance

Exact chemical equation balancing with rational linear algebra.

RecordSlayerIdentify / shotcut-download

Shotcut v26.9.27 — Shotcut is a free, open source, cross-platform video editor. Info page and download link. Third-party software; all rights belong to the original authors.

erfnzdeh / nash-spne-solvers

Two solvers for finite two-player games: fully-mixed Nash equilibrium for m x n normal-form games via linear programming, and subgame-perfect equilibrium for extensive-form games via backward induction.

Mftrferdinand / Zeline

Zeline — an open-source agentic AI framework developed by Zerolinear.

HaoyiZhu / Piecewise-Taylor-Attention

Piecewise-Taylor Attention

4rtemi5 / ssog

SSOG-Attention: Near-linear Visual-Attention and competitive results on ImageNet.

TimRots / kimi3

Independent from-scratch implementation of the Kimi K3 architecture (arXiv:2607.24653v1): KDA, NoPE, latent-space MoE, and the systems co-designs. Table 1 reproduced to 0.09%.

RightNow-AI / local-kimi

Optimized local serving engine for Kimi-Linear-48B: INT4 quantizer, fused decode kernels for a measured 3.18x, and an OpenAI-compatible server. Ships with k3, a bridge that detects the client per request so Claude Code, Codex, Cline, Aider and opencode all work unchanged.

guchang233 / linear-algebra-promo

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lucidrains / bdh-cq

Implementation of BDH-CQ: In-Context Learning with Recurrent Latent Reasoning, proposed by Pathway Research

zefew6 / LearnOpt_Motion_Planning

Exploring Learning and Optimization for Robot Motion Planning and Control.