Predicting Outcomes in Video Games with Long Short Term Memory Networks Feb 24, 2024 Decision Making Time Series
Code Code Available Deep Coupling Network For Multivariate Time Series Forecasting Feb 23, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Adaptive time series forecasting with markovian variance switching Feb 22, 2024 Learning Theory Load Forecasting
— Unverified DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load Feb 21, 2024 Denoising Load Forecasting
Code Code Available Generative Probabilistic Time Series Forecasting and Applications in Grid Operations Feb 21, 2024 Decision Making Probabilistic Time Series Forecasting
— Unverified When and How: Learning Identifiable Latent States for Nonstationary Time Series Forecasting Feb 20, 2024 Time Series Time Series Forecasting
— Unverified Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling Feb 20, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Structural Knowledge Informed Continual Multivariate Time Series Forecasting Feb 20, 2024 Continual Learning Graph structure learning
— Unverified Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective Feb 18, 2024 Time Series Time Series Forecasting
Code Code Available Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities Feb 16, 2024 Time Series Time Series Forecasting
Code Code Available RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data Feb 16, 2024 All Diversity
— Unverified Large Language Models for Forecasting and Anomaly Detection: A Systematic Literature Review Feb 15, 2024 Anomaly Classification Anomaly Detection
— Unverified SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention Feb 15, 2024 Time Series Time Series Forecasting
Code Code Available Loss Shaping Constraints for Long-Term Time Series Forecasting Feb 14, 2024 Time Series Time Series Forecasting
— Unverified Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction Feb 12, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Attention as Robust Representation for Time Series Forecasting Feb 8, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting Feb 8, 2024 Computational Efficiency Multivariate Time Series Forecasting
— Unverified Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Feb 7, 2024 Prediction Intervals Time Series
Code Code Available Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning Feb 7, 2024 Contrastive Learning Prediction
Code Code Available Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting Feb 4, 2024 Time Series Time Series Forecasting
Code Code Available AutoTimes: Autoregressive Time Series Forecasters via Large Language Models Feb 4, 2024 Decoder In-Context Learning
Code Code Available Timer: Generative Pre-trained Transformers Are Large Time Series Models Feb 4, 2024 Anomaly Detection Imputation
Code Code Available Minusformer: Improving Time Series Forecasting by Progressively Learning Residuals Feb 4, 2024 Ensemble Learning Time Series
Code Code Available Unified Training of Universal Time Series Forecasting Transformers Feb 4, 2024 Time Series Time Series Forecasting
Code Code Available RobustTSF: Towards Theory and Design of Robust Time Series Forecasting with Anomalies Feb 3, 2024 Time Series Time Series Forecasting
Code Code Available A Novel Hyperdimensional Computing Framework for Online Time Series Forecasting on the Edge Feb 3, 2024 Time Series Time Series Forecasting
Code Code Available Self-Supervised Contrastive Learning for Long-term Forecasting Feb 3, 2024 Contrastive Learning Time Series
Code Code Available Efficient and Effective Time-Series Forecasting with Spiking Neural Networks Feb 2, 2024 Model Selection Time Series
Code Code Available Root Cause Analysis In Microservice Using Neural Granger Causal Discovery Feb 2, 2024 Causal Discovery Contrastive Learning
Code Code Available Multivariate Probabilistic Time Series Forecasting with Correlated Errors Feb 1, 2024 Computational Efficiency Probabilistic Time Series Forecasting
Code Code Available LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law Feb 1, 2024 Language Modeling Language Modelling
Code Code Available Fin-GAN: forecasting and classifying financial time series via generative adversarial networks Jan 31, 2024 Generative Adversarial Network Probabilistic Time Series Forecasting
Code Code Available Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators Jan 31, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction Jan 31, 2024 Decoder Graph Learning
Code Code Available Distillation Enhanced Time Series Forecasting Network with Momentum Contrastive Learning Jan 31, 2024 Contrastive Learning Data Augmentation
Code Code Available Encoding Temporal Statistical-space Priors via Augmented Representation Jan 30, 2024 Time Series Time Series Forecasting
— Unverified Addressing Distribution Shift in Time Series Forecasting with Instance Normalization Flows Jan 30, 2024 Time Series Time Series Forecasting
— Unverified Dynamic Long-Term Time-Series Forecasting via Meta Transformer Networks Jan 25, 2024 Time Series Time Series Forecasting
Code Code Available A Survey of Deep Learning and Foundation Models for Time Series Forecasting Jan 25, 2024 Deep Learning Knowledge Graphs
— Unverified Transformers with Attentive Federated Aggregation for Time Series Stock Forecasting Jan 22, 2024 Decision Making Federated Learning
— Unverified Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting Jan 22, 2024 Time Series Time Series Analysis
— Unverified RWKV-TS: Beyond Traditional Recurrent Neural Network for Time Series Tasks Jan 17, 2024 Computational Efficiency Time Series
Code Code Available MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting Jan 17, 2024 Time Series Time Series Forecasting
Code Code Available MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process Download PDF Jan 15, 2024 Probabilistic Time Series Forecasting Time Series
Code Code Available Time Series Forecasting of HIV/AIDS in the Philippines Using Deep Learning: Does COVID-19 Epidemic Matter? Jan 11, 2024 Time Series Time Series Forecasting
— Unverified HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling for Long-Term Forecasting Jan 10, 2024 Decoder Demand Forecasting
— Unverified Hypercomplex neural network in time series forecasting of stock data Jan 9, 2024 Hyperparameter Optimization Time Series
— Unverified Predicting the structure of dynamic graphs Jan 8, 2024 Incremental Learning Link Prediction
— Unverified Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series Jan 8, 2024 CPU Few-Shot Learning
Code Code Available A Primer on Temporal Graph Learning Jan 8, 2024 Graph Learning Time Series
— Unverified 