Multiple model estimation under perspective of random-fuzzy dual interpretation of unknown uncertainty Apr 1, 2024 Keypoint Estimation Point Tracking
Code Code Available From Similarity to Superiority: Channel Clustering for Time Series Forecasting Mar 31, 2024 Clustering Time Series
Code Code Available MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection Mar 29, 2024 channel selection Image Classification
— Unverified Improved Genetic Algorithm Based on Greedy and Simulated Annealing Ideas for Vascular Robot Ordering Strategy Mar 28, 2024 global-optimization Time Series
— Unverified Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction Mar 28, 2024 Graph Neural Network Imputation
Code Code Available IIP-Mixer:Intra-Inter Patch Mixing Architecture for Battery Remaining Useful Life Prediction Mar 27, 2024 Time Series Time Series Forecasting
— Unverified Grey-informed neural network for time-series forecasting Mar 22, 2024 Time Series Time Series Forecasting
— Unverified DiffSTOCK: Probabilistic relational Stock Market Predictions using Diffusion Models Mar 21, 2024 Denoising Management
— Unverified Explaining deep learning models for ozone pollution prediction via embedded feature selection Mar 21, 2024 feature selection Time Series
Code Code Available HySim: An Efficient Hybrid Similarity Measure for Patch Matching in Image Inpainting Mar 21, 2024 Image Inpainting Patch Matching
— Unverified Sequential Modeling of Complex Marine Navigation: Case Study on a Passenger Vessel (Student Abstract) Mar 20, 2024 Decision Making Time Series
Code Code Available From Pixels to Predictions: Spectrogram and Vision Transformer for Better Time Series Forecasting Mar 17, 2024 Decision Making Time Series
— Unverified Chain-structured neural architecture search for financial time series forecasting Mar 15, 2024 Bayesian Optimization Neural Architecture Search
— Unverified MCformer: Multivariate Time Series Forecasting with Mixed-Channels Transformer Mar 14, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Leveraging Non-Decimated Wavelet Packet Features and Transformer Models for Time Series Forecasting Mar 13, 2024 Time Series Time Series Forecasting
— Unverified Koopman Ensembles for Probabilistic Time Series Forecasting Mar 11, 2024 Probabilistic Time Series Forecasting Time Series
Code Code Available Hyperparameter Tuning MLPs for Probabilistic Time Series Forecasting Mar 7, 2024 Hyperparameter Optimization Probabilistic Time Series Forecasting
Code Code Available RATSF: Empowering Customer Service Volume Management through Retrieval-Augmented Time-Series Forecasting Mar 7, 2024 Decoder Management
— Unverified Probing the Robustness of Time-series Forecasting Models with CounterfacTS Mar 6, 2024 Time Series Time Series Forecasting
Code Code Available InjectTST: A Transformer Method of Injecting Global Information into Independent Channels for Long Time Series Forecasting Mar 5, 2024 Time Series Time Series Forecasting
— Unverified Hybridizing Traditional and Next-Generation Reservoir Computing to Accurately and Efficiently Forecast Dynamical Systems Mar 4, 2024 Computational Efficiency Time Series
Code Code Available ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis Mar 3, 2024 Time Series Time Series Analysis
— Unverified Enhancing Multivariate Time Series Forecasting with Mutual Information-driven Cross-Variable and Temporal Modeling Mar 1, 2024 Multivariate Time Series Forecasting Time Series
— Unverified A Scalable and Transferable Time Series Prediction Framework for Demand Forecasting Feb 29, 2024 Demand Forecasting Time Series
— Unverified PDETime: Rethinking Long-Term Multivariate Time Series Forecasting from the perspective of partial differential equations Feb 25, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting Feb 25, 2024 Computational Efficiency Time Series
— Unverified 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 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 Structural Knowledge Informed Continual Multivariate Time Series Forecasting Feb 20, 2024 Continual Learning Graph structure learning
— Unverified 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 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 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 Attention as Robust Representation for Time Series Forecasting Feb 8, 2024 Multivariate Time Series Forecasting Time Series
— Unverified A Novel Hyperdimensional Computing Framework for Online Time Series Forecasting on the Edge Feb 3, 2024 Time Series 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 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 Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting Jan 22, 2024 Time Series Time Series Analysis
— Unverified Transformers with Attentive Federated Aggregation for Time Series Stock Forecasting Jan 22, 2024 Decision Making Federated Learning
— Unverified 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 