LSEAttention is All You Need for Time Series Forecasting Oct 31, 2024 All Multivariate Time Series Forecasting
— Unverified Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting Oct 31, 2024 Time Series Time Series Forecasting
Code Code Available EF-LLM: Energy Forecasting LLM with AI-assisted Automation, Enhanced Sparse Prediction, Hallucination Detection Oct 30, 2024 Continual Learning Hallucination
— Unverified Gradient-free training of recurrent neural networks Oct 30, 2024 Time Series Time Series Analysis
Code Code Available Generative forecasting of brain activity enhances Alzheimer's classification and interpretation Oct 30, 2024 Data Augmentation Deep Learning
— Unverified Sequential Order-Robust Mamba for Time Series Forecasting Oct 30, 2024 Mamba Time Series
Code Code Available DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting Oct 30, 2024 Multivariate Time Series Forecasting Time Series
— Unverified WaveRoRA: Wavelet Rotary Route Attention for Multivariate Time Series Forecasting Oct 30, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Oct 30, 2024 Irregular Time Series Missing Values
Code Code Available A Systematic Literature Review of Spatio-Temporal Graph Neural Network Models for Time Series Forecasting and Classification Oct 29, 2024 Graph Neural Network Systematic Literature Review
— Unverified Fourier Head: Helping Large Language Models Learn Complex Probability Distributions Oct 29, 2024 Decision Making Time Series Forecasting
— Unverified A Temporal Linear Network for Time Series Forecasting Oct 28, 2024 Computational Efficiency Inference Optimization
Code Code Available FACTS: A Factored State-Space Framework For World Modelling Oct 28, 2024 Multivariate Time Series Forecasting State Space Models
Code Code Available Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting Oct 28, 2024 Time Series Time Series Forecasting
Code Code Available Deconfounding Time Series Forecasting Oct 27, 2024 Decision Making Time Series
— Unverified TEAFormers: TEnsor-Augmented Transformers for Multi-Dimensional Time Series Forecasting Oct 27, 2024 Time Series Time Series Forecasting
— Unverified Enhancing Battery Storage Energy Arbitrage with Deep Reinforcement Learning and Time-Series Forecasting Oct 25, 2024 Deep Reinforcement Learning Time Series
Code Code Available PMM-Net: Single-stage Multi-agent Trajectory Prediction with Patching-based Embedding and Explicit Modal Modulation Oct 25, 2024 Time Series Time Series Forecasting
Code Code Available A Comprehensive Survey of Time Series Forecasting: Architectural Diversity and Open Challenges Oct 24, 2024 Diversity Mamba
— Unverified Large Language Models for Financial Aid in Financial Time-series Forecasting Oct 24, 2024 Time Series Time Series Forecasting
Code Code Available Context is Key: A Benchmark for Forecasting with Essential Textual Information Oct 24, 2024 Decision Making Time Series
Code Code Available Retrieval-Augmented Diffusion Models for Time Series Forecasting Oct 24, 2024 Denoising Retrieval
Code Code Available TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting Oct 24, 2024 Time Series Time Series Forecasting
— Unverified Self-Supervised Learning for Time Series: A Review & Critique of FITS Oct 23, 2024 regression Self-Supervised Learning
Code Code Available Predicting Company Growth by Econophysics informed Machine Learning Oct 23, 2024 Decision Making Time Series
— Unverified xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories Oct 22, 2024 Multivariate Time Series Forecasting Temporal Sequences
Code Code Available Neuroevolution Neural Architecture Search for Evolving RNNs in Stock Return Prediction and Portfolio Trading Oct 22, 2024 Neural Architecture Search Time Series Forecasting
— Unverified LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting Oct 22, 2024 Time Series Time Series Forecasting
Code Code Available LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting Oct 21, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Forecasting Opioid Incidents for Rapid Actionable Data for Opioid Response in Kentucky Oct 21, 2024 Time Series Time Series Forecasting
— Unverified Future-Guided Learning: A Predictive Approach To Enhance Time-Series Forecasting Oct 19, 2024 Seizure prediction Time Series
— Unverified HiPPO-KAN: Efficient KAN Model for Time Series Analysis Oct 19, 2024 Time Series Time Series Analysis
— Unverified XForecast: Evaluating Natural Language Explanations for Time Series Forecasting Oct 18, 2024 Decision Making Time Series
— Unverified Transfer Learning on Transformers for Building Energy Consumption Forecasting -- A Comparative Study Oct 18, 2024 Time Series Forecasting Transfer Learning
— Unverified Analyzing Deep Transformer Models for Time Series Forecasting via Manifold Learning Oct 17, 2024 Time Series Time Series Forecasting
Code Code Available FDF: Flexible Decoupled Framework for Time Series Forecasting with Conditional Denoising and Polynomial Modeling Oct 17, 2024 Decision Making Denoising
Code Code Available Context Matters: Leveraging Contextual Features for Time Series Forecasting Oct 16, 2024 Articles Time Series
— Unverified FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Oct 15, 2024 Benchmarking energy management
— Unverified UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba Oct 15, 2024 Decoder Mamba
— Unverified Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations Oct 15, 2024 Time Series Time Series Forecasting
— Unverified LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting Oct 15, 2024 Time Series Time Series Forecasting
Code Code Available GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation Oct 14, 2024 Time Series Time Series Forecasting
Code Code Available Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift Oct 13, 2024 Time Series Time Series Forecasting
Code Code Available Multimodal Physical Activity Forecasting in Free-Living Clinical Settings: Hunting Opportunities for Just-in-Time Interventions Oct 12, 2024 regression Time Series Forecasting
Code Code Available Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models Oct 12, 2024 AutoML Mamba
Code Code Available MVG-CRPS: A Robust Loss Function for Multivariate Probabilistic Forecasting Oct 11, 2024 Probabilistic Time Series Forecasting scoring rule
— Unverified Scaling Up Your Kernels: Large Kernel Design in ConvNets towards Universal Representations Oct 10, 2024 Time Series Forecasting Video Recognition
Code Code Available On the Convergence of (Stochastic) Gradient Descent for Kolmogorov--Arnold Networks Oct 10, 2024 Kolmogorov-Arnold Networks regression
— Unverified Less is more: Embracing sparsity and interpolation with Esiformer for time series forecasting Oct 8, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Navigating Inflation in Ghana: How Can Machine Learning Enhance Economic Stability and Growth Strategies Oct 8, 2024 Decision Making Management
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