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GitHub topics: autoregressive-models

qntwrsm/TensorAutoregressions.jl

Provides methods for tensor-valued autoregressive modelling, such as estimation, forecasting and impulse response function (IRF) analysis

Language: Julia - Size: 289 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 1 - Forks: 0

baaivision/NOVA

[ICLR 2025] Autoregressive Video Generation without Vector Quantization

Language: Python - Size: 1.61 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 494 - Forks: 13

pdebench/PDEBench

PDEBench: An Extensive Benchmark for Scientific Machine Learning

Language: Python - Size: 1.09 MB - Last synced at: 3 days ago - Pushed at: 3 months ago - Stars: 891 - Forks: 104

FoundationVision/UniTok

A Unified Tokenizer for Visual Generation and Understanding

Language: Python - Size: 30.7 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 271 - Forks: 5

lxa9867/ImageFolder

High-performance Image Tokenizers for VAR and AR

Language: Python - Size: 3.97 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 248 - Forks: 5

FoundationVision/Infinity

[CVPR 2025 Oral]Infinity ∞ : Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis

Language: Python - Size: 10.1 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 1,210 - Forks: 55

ankitdhall/torchsmith

Torchsmith is a minimalist library that focuses on understanding generative AI by building it from PyTorch primitives

Language: Python - Size: 9.76 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 0 - Forks: 0

imagination-research/distilled-decoding

[ICLR 2025] Distilled Decoding 1: One-step Sampling of Image Auto-regressive Models with Flow Matching

Size: 78.6 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 43 - Forks: 2

XianfengWu01/LightGen

An Efficient Text-to-Image Generation Pretrain Pipeline

Language: Python - Size: 62.2 MB - Last synced at: 22 days ago - Pushed at: 23 days ago - Stars: 101 - Forks: 5

msikorski93/Forecasting-Inflation-Rates-of-Poland

Recently inflation is a popular topic in Poland and is highest since 2001. Experts presume inflation in Poland should continue to rise, and by the end of 2021 it will be close to 8%. This notebook aims to develop a forecasting model for time series using Python.

Language: Jupyter Notebook - Size: 2.89 MB - Last synced at: 14 days ago - Pushed at: about 1 year ago - Stars: 17 - Forks: 7

FoundationVision/VAR

[NeurIPS 2024 Best Paper][GPT beats diffusion🔥] [scaling laws in visual generation📈] Official impl. of "Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction". An *ultra-simple, user-friendly yet state-of-the-art* codebase for autoregressive image generation!

Language: Jupyter Notebook - Size: 620 KB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 7,408 - Forks: 463

FoundationVision/Liquid

Liquid: Language Models are Scalable and Unified Multi-modal Generators

Language: Python - Size: 31.6 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 353 - Forks: 24

YuxiXie/COrAL

This repository contains the source code for COrAL, an Order-Agnostic Language Modeling framework for Efficient Iterative Refinement.

Language: Python - Size: 3.68 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 7 - Forks: 0

StefanHeng/Symbolic-Music-Generation

Symbolic music generation taking inspiration from NLP and human composition process

Language: Python - Size: 46.3 MB - Last synced at: 28 days ago - Pushed at: almost 2 years ago - Stars: 18 - Forks: 5

Graph-COM/LayerDAG

[ICLR 2025 Spotlight] LayerDAG: A Layerwise Autoregressive Diffusion Model of Directed Acyclic Graphs

Language: Python - Size: 1.24 MB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 15 - Forks: 0

1618lip/AR_Prediction

An autoregressive (AR) model–based Forecasting.

Language: Makefile - Size: 979 KB - Last synced at: 29 days ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

Afrid1045/GPT-2-Text-Generation-Project

Hands-on GPT-2 text generation using decoding strategies like greedy, sampling, top-k, and top-p with prompt engineering and output control.

Language: Jupyter Notebook - Size: 110 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

C0ll1nDr4k3/sibyl

Repository for the paper "Advancing Time Series Forecasting: Variance-Aware Loss Functions in Transformers"

Language: Python - Size: 247 MB - Last synced at: 2 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

JosefAlbers/Aggressor

Ultra-minimal autoregressive diffusion model for image generation

Language: Python - Size: 2.36 MB - Last synced at: 22 days ago - Pushed at: 7 months ago - Stars: 18 - Forks: 2

GabrielFernandezFernandez/SPIVAE

Stochastic processes insights from VAE. Code for the paper: Learning minimal representations of stochastic processes with variational autoencoders.

Language: Jupyter Notebook - Size: 18.9 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 7 - Forks: 0

ermongroup/fast_feedforward_computation

Official code for "Accelerating Feedforward Computation via Parallel Nonlinear Equation Solving", ICML 2021

Language: Jupyter Notebook - Size: 1.56 MB - Last synced at: 3 days ago - Pushed at: over 3 years ago - Stars: 27 - Forks: 1

WangHelin1997/SSR-Speech

SSR-Speech: Towards Stable, Safe and Robust Zero-shot Speech Editing and Synthesis

Language: Python - Size: 3.53 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 107 - Forks: 11

raj-gun/NonSysID

A MatLab package for System Identification using linear and nonlinear auto-regresive models (N)AR, (N)ARX and (N)ARMAX models

Language: MATLAB - Size: 18.4 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 2 - Forks: 1

victorsemeraro/Stress-Test

Comprehensive Capital Analysis and Review

Language: Python - Size: 82 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

arya-upm/mVARbox

mVARbox is a Matlab toolbox for uni/multivariate data series analysis in both time/space and frequency domains, with focus on mutivariate autoregressive (VAR) models

Language: MATLAB - Size: 32.6 MB - Last synced at: 28 days ago - Pushed at: 10 months ago - Stars: 7 - Forks: 0

samresume/ChronoGAN

This advanced framework integrates the benefits of an Autoencoder-generated embedding space with the adversarial training dynamics of GANs for time series generation..

Language: Jupyter Notebook - Size: 7.85 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 3 - Forks: 0

Ceyron/trainax

Training methodologies for autoregressive neural operators in JAX.

Language: Python - Size: 6.43 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 2 - Forks: 0

pagegitss/UAE

A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation

Language: Python - Size: 11.3 MB - Last synced at: 6 months ago - Pushed at: over 3 years ago - Stars: 25 - Forks: 10

thomas-blessy/Endogeneity-Check-in-AR-Time-Series

The “AR-Returns-Predictor” project aims to predict stock returns using an autoregressive (AR) model. We follow a step-by-step process, starting from data collection to model evaluation

Language: Jupyter Notebook - Size: 207 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

GregorKobsik/Octree-Transformer

Octree Transformer: Autoregressive 3D Shape Generation on Hierarchically Structured Sequences - CVPRW: StruCo3D, 2023

Language: Python - Size: 671 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 7 - Forks: 1

raymin0223/fast_robust_early_exit

Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)

Language: Python - Size: 56.6 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 43 - Forks: 8

jobstdavid/tsEMOS

Time Series based Ensemble Model Output Statistics

Language: R - Size: 204 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 3 - Forks: 0

Luigi-Tommasicchio/Bachelor-Thesis

Time-series forecasting tecniques applied to the stock market

Language: Python - Size: 37 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

sayande01/Weather_Forecasting_ML

"We're using advanced machine learning to predict weather better. By looking at past weather data, we're making accurate forecasts for things like temperature, humidity, and wind speed. This helps different industries plan better for weather-related events."

Language: Jupyter Notebook - Size: 2.29 MB - Last synced at: about 1 month ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

fajieyuan/WSDM2019-nextitnet

Generative model for sequential recommendation based on Convolution Neural Networks (CNN))

Language: Python - Size: 46.8 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 110 - Forks: 29

jolly-io/Stock_Markets_Assymetric_Volatility_Spillover_Effects

I investigate the Asymmetric Volatility Spillover Effects within and across six major International stock markets. United States, Canada, France, Germany, Italy & Japan

Language: R - Size: 2.31 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

Amr-Abdellatif/Autoregressive-Models-for-Time-Series---Sequence-modelling

Autoregressive modelling for time-series used from Andrej Karpathy shakespeare data

Language: Jupyter Notebook - Size: 18.6 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

LauraSparacino/GICA_toolbox

Granger Causality (GC), Granger Isolation (GI) and Granger Autonomy (GA) for the assessment of bivariate causal and non-causal interactions in linear autoregressive processes.

Language: MATLAB - Size: 47.9 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 1

emilopez/pysalado

Forecast of Salado River level (Santa Fe, Arg.)

Language: Python - Size: 6.89 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Rafaelll92/Modelos-Heterocedasticos-Multivariados-PETR3-Mercado-a-Vista

Análise da série histórica Dados Históricos Petrobras Ações Ordinárias - PETR3_SA 2020-10-07 00:00:00 até 2023-10-06 00:00:00

Size: 3.08 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

absaw/DDM_Timeseries_Forecast

Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series to benchmark datasets from different domains

Language: Jupyter Notebook - Size: 18.5 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 9 - Forks: 1

AjNavneet/Moving_Autoregressive_TimeSeriesForecasting_SensorData

Moving average (MA) and autoregressive (AR) time series models for forecasting sensor data.

Language: Jupyter Notebook - Size: 3.25 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

juliakubisa/gold-price-prediction

Forecasting the gold prices using ARIMA model

Language: Jupyter Notebook - Size: 154 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

Owinnie/MLearn

Machine Learning projects

Language: Jupyter Notebook - Size: 4.36 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

AndyShih12/LongHorizonTemperatureScaling

PyTorch implementation for "Long Horizon Temperature Scaling", ICML 2023

Language: Python - Size: 1.36 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 15 - Forks: 0

jaymax01/housing-price-forecasting

Time series modeling of US real estate housing prices

Language: Jupyter Notebook - Size: 11.8 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

svjack/GLM-Open-Dialogue

A enhanced Open Dialogue Context Generator supported by General Language Model Pretraining with Autoregressive Blank Infilling

Language: Python - Size: 39.1 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 7 - Forks: 0

nsb700/time-series-forecasting

Time Series Forecasting

Language: Jupyter Notebook - Size: 447 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

abraham-mv/Covid-19-in-Mexico-time-series

A time series analysis of the Covid-19 cases in Mexico at a national and state level. We used autoregressive models, such as AR, ARIMA and Random Forest regressor to predict future cases and analyze how the pandemic impacted different states throughout the 3 case waves.

Language: Jupyter Notebook - Size: 1.23 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

alaparicioc/Estimating_annual_flows_from_censuses

This repository contains data, code and oputputs related to the paper titled "Estimating annual bilateral migration flows in South America through correcting for measurement errors in census data"

Language: R - Size: 1.47 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

Jiian/seoulbike

Optimising bike supply resources in Seoul's bike sharing system. (Analyses and Recommendations)

Language: Jupyter Notebook - Size: 87.1 MB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 3

matteosaponati/spontaneous-gamma-circuit

This is a repository for the paper: "Spontaneous variability in gamma dynamics described by a damped harmonic oscillator driven by noise" G Spyropoulos, M Saponati, JR Dowdall, ML Schölvinck, CA Bosman, B Lima, A Peter, I Onorato, J Klon-Lipok, R Roese, S Neuenschwander, W Singer, P Fries, M Vinck (2022, Nature Communications)

Language: Python - Size: 4.12 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

AndyShih12/mac

PyTorch implementation for "Training and Inference on Any-Order Autoregressive Models the Right Way", NeurIPS 2022

Language: Python - Size: 18.6 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 2

GregorKobsik/ImageTransformer

This notebook shows a basic implementation of a transformer (decoder) architecture for image generation in TensorFlow 2.

Language: Jupyter Notebook - Size: 23.7 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 1

dashnak90/Time-Series-Analysis

Analyzing and forecasting Time Series

Language: Jupyter Notebook - Size: 11.2 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 1

khanhvu207/kore2022

Kaggle Kore 2022 - An autoregressive modeling approach to imitation learning

Language: Python - Size: 5.69 MB - Last synced at: 2 days ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

AlbertoMarinelli/ISPR-midterms

Assignments for the course of Intelligent Systems for Pattern Recognition (university of Pisa)

Language: Python - Size: 19.8 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

fnzhan/IQ-VAE

Auto-regressive Image Synthesis with Integrated Quantization [ECCV 2022]

Language: Python - Size: 343 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

dssantos/alibaba-datacenter-workload

Análise e aplicação de modelos preditivos utilizando modelos Auto Regressivos em conjunto de dados de cluster do Grupo Alibaba

Language: Jupyter Notebook - Size: 619 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

RFLeijenaar/ML-Unfinished-Fugue

Music generation with machine learning: Completing Bach's unfinished Contrapunctus XIV. A variety of models including linear regression, multilayer perceptrons and echo state networks are used as autoregressive models to take on the challenging time-series task.

Language: Jupyter Notebook - Size: 51.2 MB - Last synced at: 5 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

Niccolo-Ajroldi/Functional-Autoregressive-Process-2D

Repository containing a gif of the evolution of a Functional Autoregressive Process of order one, namley a FAR(1) model.

Size: 302 KB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

oliviergimenez/marss_jags

Fit multivariate state-space autoregressive models in Jags

Language: Rich Text Format - Size: 13.6 MB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

Related Keywords
autoregressive-models 62 time-series-analysis 11 time-series 10 image-generation 9 deep-learning 8 transformers 7 machine-learning 7 diffusion-models 6 generative-model 5 generative-ai 5 pytorch 5 nlp 4 time-series-forecasting 4 large-language-models 3 text-to-image 3 moving-average 3 autoregressive 3 linear-regression 3 gpt-2 3 statsmodels 2 cnn 2 tensorflow 2 llms 2 arima-model 2 diffusion 2 text-generation 2 arma 2 representation-learning 2 transformer-decoder 2 synthetic-data-generation 2 stock-price-prediction 2 language-model 2 autoregressive-neural-networks 2 arima-forecasting 2 python 2 dynamical-systems 2 convolutional-neural-networks 2 timeseries-forecasting 2 forecasting 2 stock-market 2 text-to-image-generation 2 neural-networks 2 vision-transformer 2 generative 2 image-tokenizer 2 gpt 2 auto-regressive-model 2 ai 2 simulation 2 econometric-methods 1 mlp-classifier 1 sensor-data 1 iot 1 hospital-dataset 1 denoising-diffision-probabalistic-models 1 covid-dataset 1 white-noise-signal 1 techincal-analysis 1 econometric-analysis 1 streamlit-webapp 1 image-ar-models 1 statistical-tests 1 mongodb 1 ridge-regression 1 calibration 1 probabilistic-inference 1 temperature-scaling 1 colab-notebook 1 data-visualization 1 feature-engineering 1 google-cloud 1 echo-state-networks 1 chinese 1 dialog 1 workload 1 super-resolution 1 transformer-architecture 1 early-exiting 1 efficient-inference 1 distributional-regression 1 state-space-models 1 species-interactions 1 r2jags 1 mplfinance 1 stock-data 1 yfinance 1 marss 1 jags 1 generative-recommendation 1 next-token-prediction 1 sequential-recommendation 1 session-based 1 session-based-recommendation-system 1 garch-models 1 markov-switching-model 1 vector-autoregression-models 1 volatility-modeling 1 granger-autonomy 1 community-dynamics 1 granger-causality 1