Forecasting Opioid Incidents for Rapid Actionable Data for Opioid Response in Kentucky Oct 21, 2024 Time Series Time Series Forecasting
— Unverified HiPPO-KAN: Efficient KAN Model for Time Series Analysis Oct 19, 2024 Time Series Time Series Analysis
— Unverified Future-Guided Learning: A Predictive Approach To Enhance Time-Series Forecasting Oct 19, 2024 Seizure prediction Time Series
— 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 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 MVG-CRPS: A Robust Loss Function for Multivariate Probabilistic Forecasting Oct 11, 2024 Probabilistic Time Series Forecasting scoring rule
— Unverified On the Convergence of (Stochastic) Gradient Descent for Kolmogorov--Arnold Networks Oct 10, 2024 Kolmogorov-Arnold Networks regression
— Unverified Enforcing Interpretability in Time Series Transformers: A Concept Bottleneck Framework Oct 8, 2024 Time Series Time Series Forecasting
— Unverified Navigating Inflation in Ghana: How Can Machine Learning Enhance Economic Stability and Growth Strategies Oct 8, 2024 Decision Making Management
— 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 TimeCNN: Refining Cross-Variable Interaction on Time Point for Time Series Forecasting Oct 7, 2024 Time Series Time Series Forecasting
— Unverified Density estimation with LLMs: a geometric investigation of in-context learning trajectories Oct 7, 2024 Density Estimation In-Context Learning
— Unverified Beyond Forecasting: Compositional Time Series Reasoning for End-to-End Task Execution Oct 5, 2024 Anomaly Detection Decision Making
— Unverified Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting Oct 4, 2024 Probabilistic Time Series Forecasting Time Series
— Unverified Resource-aware Mixed-precision Quantization for Enhancing Deployability of Transformers for Time-series Forecasting on Embedded FPGAs Oct 4, 2024 Neural Architecture Search Quantization
— Unverified Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series Forecasting Oct 4, 2024 tensor algebra Time Series
Code Code Available GAS-Norm: Score-Driven Adaptive Normalization for Non-Stationary Time Series Forecasting in Deep Learning Oct 4, 2024 Time Series Time Series Forecasting
Code Code Available Mathematical Formalism for Memory Compression in Selective State Space Models Oct 4, 2024 State Space Models Time Series Forecasting
— Unverified Metadata Matters for Time Series: Informative Forecasting with Transformers Oct 4, 2024 Financial Analysis Time Series
— Unverified Learning K-U-Net with constant complexity: An Application to time series forecasting Oct 3, 2024 Time Series Time Series Forecasting
— Unverified Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting Oct 3, 2024 Gaussian Processes Probabilistic Time Series Forecasting
— Unverified Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting Oct 3, 2024 Contrastive Learning Denoising
Code Code Available FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting Oct 2, 2024 Time Series Time Series Forecasting
— Unverified TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting Oct 2, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Continuous-Time Linear Positional Embedding for Irregular Time Series Forecasting Sep 30, 2024 Irregular Time Series Time Series
— Unverified TSI: A Multi-View Representation Learning Approach for Time Series Forecasting Sep 30, 2024 Representation Learning Time Series
Code Code Available KODA: A Data-Driven Recursive Model for Time Series Forecasting and Data Assimilation using Koopman Operators Sep 29, 2024 Time Series Time Series Forecasting
— Unverified Optimizing Time Series Forecasting: A Comparative Study of Adam and Nesterov Accelerated Gradient on LSTM and GRU networks Using Stock Market data Sep 28, 2024 Prediction Time Series
Code Code Available Volatility Forecasting in Global Financial Markets Using TimeMixer Sep 27, 2024 Management Time Series
— Unverified Forecasting Macroeconomic Dynamics using a Calibrated Data-Driven Agent-based Model Sep 27, 2024 Bayesian Inference Time Series
— Unverified Pre-Finetuning with Impact Duration Awareness for Stock Movement Prediction Sep 25, 2024 Sentiment Analysis Time Series
— Unverified Optimal starting point for time series forecasting Sep 25, 2024 Time Series Time Series Forecasting
Code Code Available Double-Path Adaptive-correlation Spatial-Temporal Inverted Transformer for Stock Time Series Forecasting Sep 24, 2024 Stock Prediction Time Series
— Unverified TSFeatLIME: An Online User Study in Enhancing Explainability in Univariate Time Series Forecasting Sep 24, 2024 Time Series Time Series Forecasting
Code Code Available Generative AI-driven forecasting of oil production Sep 24, 2024 Decision Making Time Series
— Unverified TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models Sep 23, 2024 Contrastive Learning cross-modal alignment
— Unverified Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online Sep 23, 2024 Prediction Time Series
— Unverified ReFine: Boosting Time Series Prediction of Extreme Events by Reweighting and Fine-tuning Sep 21, 2024 Meta-Learning Time Series
Code Code Available Test Time Learning for Time Series Forecasting Sep 21, 2024 Language Modeling Language Modelling
— Unverified Fine-Tuning a Time Series Foundation Model with Wasserstein Loss Sep 18, 2024 Time Series Time Series Forecasting
Code Code Available Recurrent Interpolants for Probabilistic Time Series Prediction Sep 18, 2024 Computational Efficiency Imputation
— Unverified Implicit Reasoning in Deep Time Series Forecasting Sep 17, 2024 Memorization Time Series
— Unverified Towards Time Series Reasoning with LLMs Sep 17, 2024 Time Series Time Series Forecasting
— Unverified 