ChatTS: Understanding, Chat, Reasoning about Time Series with TS-MLLM

The official implementation of ChatTraffic.

Agent Laboratory is an end-to-end autonomous research workflow meant to assist you as the human researcher toward implementing your research ideas

PyTorch implementation of "ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data" (AAAI 2025 [oral])

This repository is for the paper entitled: From News to Forecast: Integrating Event Analysis in LLM-based Time Series Forecasting with Reflection (NeurIPS 2024)

Source code for "Scalable Transformer for High Dimensional Multivariate Time Series Forecasting" (Accepted by CIKM-24)

Context is Key: A Benchmark for Forecasting with Essential Textual Information

Large-scale pretraining and benchmarking for short-term load forecasting.

TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.

Unified Training of Universal Time Series Forecasting Transformers

🌎💪 BrowserGym, a Gym environment for web task automation

WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?

A unified multi-task time series model.

A time series foundation model for Earth Observation

Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

A lightweight PyTorch implementation of the Transformer-XL architecture proposed by Dai et al. (2019)

Real NVP PyTorch a Minimal Working Example | Normalizing Flow

A repository of links with advice related to grad school applications, research, phd etc

A Collection on How to Find A Job Elegantly. Timeline, Materials, Preparation, OPT & CPT Policies and so on!

Graph Neural Network Library for PyTorch

Simple Python scripts to clean up and flatten ArXiv LaTeX submissions.

Techniques for deep learning with satellite & aerial imagery

tsl: a PyTorch library for processing spatiotemporal data.