Implementations, Pre-training Code and Datasets of Large Time-Series Models

This is an official pytorch implementation for paper "Learning Soft Sparse Shapes for Efficient Time-Series Classification" (ICML-25, Spotlight).

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Machine learning model for predicting CO₂ emissions based on ship operations. Analyzes fuel consumption, distance, and weather conditions, with AI-powered recommendations for fuel efficiency improv…

FeNeC: Enhancing Continual Learning via Feature Clustering with Neighbor- or Logit-based Classification

[CVPR 2025] Learning Class Prototypes for Unified Sparse Supervised 3D Object Detection

Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology - CVPR 2024

This code implements ProtoViT, a novel approach that combines Vision Transformers with prototype-based learning to create interpretable image classification models. Our implementation provides both…

[ICLR2025] Kolmogorov-Arnold Transformer

[ICLR2024] Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data

[AAAI2025] DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis

🍪 一个大型涡轮扇叶风力发电机数据大屏案例

[KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting

Official implementations of "Frequency-masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning (AAAI 2025)"

l Online Learning for Data Streams with Incomplete Features and Labe

This repository contains the official code for the paper "Enhancing Robustness in Incremental Learning with Adversarial Training" (AAAI 2025).

This repository is the official implementation of "DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models" accepted by the Main Technical Track of the 39t…

[NeurIPS 2024] An official source code for paper "End-to-end Learnable Clustering for Intent Learning in Recommendation".

(ICRA 25 submitted) This repository is the official code for PoLaRIS:A Pohang Canal Object Detection and Tracking Dataset in Maritime Environments

AMI-Net: Adaptive Mask Inpainting Network for Industrial Anomaly Detection and Localization (TASE 2024)

This repository contains a collection of resources and papers on GNN Models on Crystal Solid State Materials