Hank0626 / CALF
An official implementation of "CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning" (AAAI 2025)
☆96Updated 2 months ago
Alternatives and similar repositories for CALF:
Users that are interested in CALF are comparing it to the libraries listed below
- The official code for "TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting (ICLR 2024)". TEMPO is one of …☆94Updated 2 months ago
- UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting (WWW 2024)☆84Updated 11 months ago
- [ICML2024] Official repo for paper "Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning"☆59Updated 9 months ago
- Reproduction of the paper "TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting"☆48Updated last year
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆72Updated this week
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆90Updated 10 months ago
- Repository for "FreDF: Learning to Forecast in the Transformed Domain"☆150Updated 3 months ago
- ☆43Updated 6 months ago
- ☆70Updated last month
- ☆94Updated last month
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆47Updated 4 months ago
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆79Updated 4 months ago
- ☆94Updated last month
- ☆55Updated last year
- An official implementation of "Periodicity Decoupling Framework for Long-term Series Forecasting" (ICLR 2024)☆116Updated 8 months ago
- Official implementation for "AutoTimes: Autoregressive Time Series Forecasters via Large Language Models"☆146Updated last week
- FITS: Frequency Interpolation Time Series Analysis Baseline☆157Updated 2 months ago
- Time Series Forecasting, Distribution Shift☆76Updated last year
- Codes for "Retrieval-Augmented Diffusion Models for Time Series Forecasting"☆54Updated 3 months ago
- This is the pytorch implementation of Basisformer in the Neurips paper: [BasisFormer: Attention-based Time Series Forecasting with Learna…☆90Updated 3 months ago
- About Code release for "SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling" (NeurIPS 2023 Spotlight), https://arxiv.…☆120Updated 9 months ago
- [NeurIPS 2024 Spotlight] Official repository of the CycleNet paper: "CycleNet: Enhancing Time Series Forecasting through Modeling Periodi…☆129Updated 2 months ago
- ☆129Updated 8 months ago
- PyTorch implementation of "ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data" (AAAI 2025 [o…☆44Updated 2 months ago
- Official implementation of TGTSF in "Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues"☆27Updated 3 months ago
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆153Updated last year
- Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping☆76Updated last year
- The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Lead…☆81Updated 3 months ago
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆29Updated last year
- PyTorch implementation of "Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective" (Neu…☆87Updated last month