Distillation Enhanced Time Series Forecasting Network with Momentum Contrastive Learning Jan 31, 2024 Contrastive Learning Data Augmentation
Code Code Available SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting May 5, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN May 3, 2020 Multivariate Time Series Forecasting Probabilistic Time Series Forecasting
Code Code Available Dilated Convolutional Neural Networks for Time Series Forecasting Jan 2, 2018 Time Series Time Series Analysis
Code Code Available Hyperparameter Tuning MLPs for Probabilistic Time Series Forecasting Mar 7, 2024 Hyperparameter Optimization Probabilistic Time Series Forecasting
Code Code Available Differentially Private Multivariate Time Series Forecasting of Aggregated Human Mobility With Deep Learning: Input or Gradient Perturbation? May 1, 2022 Decision Making Deep Learning
Code Code Available DPSOM: Deep Probabilistic Clustering with Self-Organizing Maps Oct 3, 2019 Clustering Deep Clustering
Code Code Available HyperbolicLR: Epoch insensitive learning rate scheduler Jul 21, 2024 image-classification Image Classification
Code Code Available Hybridizing Traditional and Next-Generation Reservoir Computing to Accurately and Efficiently Forecast Dynamical Systems Mar 4, 2024 Computational Efficiency Time Series
Code Code Available Self-Supervised Learning for Time Series: A Review & Critique of FITS Oct 23, 2024 regression Self-Supervised Learning
Code Code Available Human in the Loop Adaptive Optimization for Improved Time Series Forecasting May 21, 2025 Language Modeling Language Modelling
Code Code Available Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting Jan 6, 2025 Attribute Multivariate Time Series Forecasting
Code Code Available DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting Aug 5, 2024 Position Sparse Learning
Code Code Available Global Neural Networks and The Data Scaling Effect in Financial Time Series Forecasting Sep 5, 2023 Deep Learning Econometrics
Code Code Available How Features Benefit: Parallel Series Embedding for Multivariate Time Series Forecasting with Transformer Oct 31, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available HERMES: Hybrid Error-corrector Model with inclusion of External Signals for nonstationary fashion time series Feb 7, 2022 Causal Inference Time Series
Code Code Available A Temporal Linear Network for Time Series Forecasting Oct 28, 2024 Computational Efficiency Inference Optimization
Code Code Available VE: Modeling Multivariate Time Series Correlation with Variate Embedding Sep 10, 2024 Mixture-of-Experts Multivariate Time Series Forecasting
Code Code Available Sequence to Sequence Learning with Neural Networks Sep 10, 2014 Machine Translation Sentence
Code Code Available HADL Framework for Noise Resilient Long-Term Time Series Forecasting Feb 14, 2025 Computational Efficiency Decision Making
Code Code Available Sequential Modeling of Complex Marine Navigation: Case Study on a Passenger Vessel (Student Abstract) Mar 20, 2024 Decision Making Time Series
Code Code Available Sequential Order-Robust Mamba for Time Series Forecasting Oct 30, 2024 Mamba Time Series
Code Code Available TSFeatLIME: An Online User Study in Enhancing Explainability in Univariate Time Series Forecasting Sep 24, 2024 Time Series Time Series Forecasting
Code Code Available DeepTSF: Codeless machine learning operations for time series forecasting Jul 28, 2023 Load Forecasting Management
Code Code Available TSI: A Multi-View Representation Learning Approach for Time Series Forecasting Sep 30, 2024 Representation Learning Time Series
Code Code Available GRATIS: GeneRAting TIme Series with diverse and controllable characteristics Mar 7, 2019 Benchmarking Clustering
Code Code Available Gradient-free training of recurrent neural networks Oct 30, 2024 Time Series Time Series Analysis
Code Code Available Share Secrets for Privacy: Confidential Forecasting with Vertical Federated Learning May 31, 2024 Federated Learning Navigate
Code Code Available Time-Series Forecasting, Knowledge Distillation, and Refinement within a Multimodal PDE Foundation Model Sep 17, 2024 Knowledge Distillation Operator learning
Code Code Available Bundle Networks: Fiber Bundles, Local Trivializations, and a Generative Approach to Exploring Many-to-one Maps Oct 13, 2021 Time Series Time Series Analysis
Code Code Available Deep Optimal Timing Strategies for Time Series Oct 9, 2023 Probabilistic Time Series Forecasting Time Series
Code Code Available Short-term forecasting COVID-19 cumulative confirmed cases: Perspectives for Brazil Jul 21, 2020 Decision Making Ensemble Learning
Code Code Available SiamTST: A Novel Representation Learning Framework for Enhanced Multivariate Time Series Forecasting applied to Telco Networks Jul 2, 2024 Multivariate Time Series Forecasting Representation Learning
Code Code Available Global Models for Time Series Forecasting: A Simulation Study Dec 23, 2020 Time Series Time Series Analysis
Code Code Available TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting Models Mar 26, 2025 Federated Learning image-classification
Code Code Available Similarity-based Feature Extraction for Large-scale Sparse Traffic Forecasting Nov 13, 2022 Graph Neural Network Time Series
Code Code Available Asset Price Forecasting using Recurrent Neural Networks Oct 10, 2020 Time Series Time Series Analysis
Code Code Available Simplified Mamba with Disentangled Dependency Encoding for Long-Term Time Series Forecasting Aug 22, 2024 Mamba Time Series
Code Code Available Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning Aug 22, 2024 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Budget-constrained Collaborative Renewable Energy Forecasting Market Jan 21, 2025 Time Series Forecasting
Code Code Available Genetic algorithm-based hyperparameter optimization of deep learning models for PM2.5 time-series prediction Mar 1, 2023 Air Pollution Prediction Deep Learning
Code Code Available Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction Jan 2, 2025 GLinear Time Series
Code Code Available Enhancing Algorithm Performance Understanding through tsMorph: Generating Semi-Synthetic Time Series for Robust Forecasting Evaluation Dec 3, 2023 Synthetic Data Generation Time Series
Code Code Available Breaking the Context Bottleneck on Long Time Series Forecasting Dec 21, 2024 Decision Making Time Series
Code Code Available Mitigating Data Redundancy to Revitalize Transformer-based Long-Term Time Series Forecasting System Jul 16, 2022 Data Augmentation Decoder
Code Code Available Smart Data Representations: Impact on the Accuracy of Deep Neural Networks Nov 17, 2021 Time Series Time Series Analysis
Code Code Available Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction Mar 28, 2024 Graph Neural Network Imputation
Code Code Available Time Series Forecasting Using LSTM Networks: A Symbolic Approach Mar 12, 2020 BIG-bench Machine Learning Sensitivity
Code Code Available TSPP: A Unified Benchmarking Tool for Time-series Forecasting Dec 28, 2023 Benchmarking Feature Engineering
Code Code Available GCformer: An Efficient Framework for Accurate and Scalable Long-Term Multivariate Time Series Forecasting Jun 14, 2023 Multivariate Time Series Forecasting Time Series
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