Adaptive parameters identification for nonlinear dynamics using deep permutation invariant networks Jan 20, 2025 Time Series Time Series Forecasting
— Unverified The Relevance of AWS Chronos: An Evaluation of Standard Methods for Time Series Forecasting with Limited Tuning Jan 17, 2025 Prediction Time Series
— Unverified Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Jan 14, 2025 GPU Time Series
— Unverified Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin Jan 14, 2025 Time Series Time Series Forecasting
— Unverified STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Jan 14, 2025 Anomaly Detection Multivariate Time Series Forecasting
— Unverified Unveiling the Potential of Text in High-Dimensional Time Series Forecasting Jan 13, 2025 Time Series Time Series Forecasting
Code Code Available SPAM: Spike-Aware Adam with Momentum Reset for Stable LLM Training Jan 12, 2025 Time Series Forecasting
Code Code Available Using Pre-trained LLMs for Multivariate Time Series Forecasting Jan 10, 2025 Decoder Multivariate Time Series Forecasting
— Unverified AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks Jan 10, 2025 Age Estimation Multi-Task Learning
— Unverified Navigating Tomorrow: Reliably Assessing Large Language Models Performance on Future Event Prediction Jan 10, 2025 Articles counterfactual
— Unverified Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Jan 9, 2025 Test-time Adaptation Time Series
Code Code Available DCIts -- Deep Convolutional Interpreter for time series Jan 8, 2025 Multivariate Time Series Forecasting Time Series
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 Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences Jan 6, 2025 Time Series Time Series Forecasting
— Unverified The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features Jan 6, 2025 Feature Engineering Time Series
Code Code Available Time Series Language Model for Descriptive Caption Generation Jan 3, 2025 Caption Generation Denoising
— Unverified A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Jan 2, 2025 Hyperparameter Optimization Mamba
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 TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting Dec 30, 2024 RAG Retrieval
— Unverified AverageTime: Enhance Long-Term Time Series Forecasting with Simple Averaging Dec 30, 2024 Time Series Time Series Analysis
Code Code Available Surrogate Modeling for Explainable Predictive Time Series Corrections Dec 27, 2024 Time Series Time Series Forecasting
— Unverified Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Dec 27, 2024 Algorithmic Trading Decision Making
— Unverified Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Dec 27, 2024 Gaussian Processes GPU
— Unverified Time Series Foundational Models: Their Role in Anomaly Detection and Prediction Dec 26, 2024 Anomaly Detection Prediction
Code Code Available Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting Dec 25, 2024 Computational Efficiency Multivariate Time Series Forecasting
— Unverified Neural Conformal Control for Time Series Forecasting Dec 24, 2024 Conformal Prediction Few-Shot Learning
Code Code Available EasyTime: Time Series Forecasting Made Easy Dec 23, 2024 Time Series Time Series Forecasting
— Unverified Quantum Time-Series Learning with Evolutionary Algorithms Dec 23, 2024 Evolutionary Algorithms Time Series
Code Code Available xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Dec 23, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Enabling Time-series Foundation Model for Building Energy Forecasting via Contrastive Curriculum Learning Dec 23, 2024 Time Series Time Series Forecasting
— Unverified WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting Dec 22, 2024 Financial Analysis Load Forecasting
Code Code Available Breaking the Context Bottleneck on Long Time Series Forecasting Dec 21, 2024 Decision Making Time Series
Code Code Available TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation Dec 21, 2024 Dynamic Time Warping RAG
— Unverified Zero Shot Time Series Forecasting Using Kolmogorov Arnold Networks Dec 19, 2024 Domain Adaptation Kolmogorov-Arnold Networks
— Unverified A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment Dec 19, 2024 Bayesian Optimization Demand Forecasting
— Unverified DroughtSet: Understanding Drought Through Spatial-Temporal Learning Dec 19, 2024 Time Series Forecasting
Code Code Available Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine Dec 19, 2024 Selection bias Time Series
— Unverified QuLTSF: Long-Term Time Series Forecasting with Quantum Machine Learning Dec 18, 2024 Quantum Machine Learning Time Series
Code Code Available A Comparative Study of Pruning Methods in Transformer-based Time Series Forecasting Dec 17, 2024 Time Series Time Series Forecasting
— Unverified TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis Dec 17, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available EDformer: Embedded Decomposition Transformer for Interpretable Multivariate Time Series Predictions Dec 16, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting Dec 16, 2024 Quantization Time Series
— Unverified Learning Latent Spaces for Domain Generalization in Time Series Forecasting Dec 15, 2024 Domain Generalization Time Series
— Unverified Financial Fine-tuning a Large Time Series Model Dec 13, 2024 Image Generation Prediction
Code Code Available Quantum Kernel-Based Long Short-term Memory for Climate Time-Series Forecasting Dec 12, 2024 Computational Efficiency Time Series
— Unverified Auto-Regressive Moving Diffusion Models for Time Series Forecasting Dec 12, 2024 Time Series Time Series Forecasting
Code Code Available Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting Dec 11, 2024 Adversarial Attack Time Series
Code Code Available Proactive Model Adaptation Against Concept Drift for Online Time Series Forecasting Dec 11, 2024 Time Series Time Series Forecasting
Code Code Available Accurate Prediction of Temperature Indicators in Eastern China Using a Multi-Scale CNN-LSTM-Attention model Dec 11, 2024 energy management Time Series Forecasting
— Unverified Advancing clinical trial outcomes using deep learning and predictive modelling: bridging precision medicine and patient-centered care Dec 9, 2024 Computational Efficiency Survival Analysis
— Unverified 