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Multi-Horizon Time Series Forecasting with Temporal Attention Learning

https://doi.org/10.1145/3292500.3330662
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Attention-Based Multimodal Fusion for Video Description
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A Bias and Variance Analysis for Multistep-Ahead Time Series Forecasting
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ImageNet classification with deep convolutional neural networks
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Long Short-Term Memory
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AutoResearch Lite: a reproducible paper-inspired experiment runner (Adam mechanism reproduction and convergence-speed comparison)
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Sequence to Sequence Learning with Neural Networks
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An overview and comparative analysis of Recurrent Neural Networks for Short Term Load Forecasting

What points at this work

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NTAM: Neighborhood-Temporal Attention Model for Disk Failure Prediction in Cloud Platforms
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Talent Demand Forecasting with Attentive Neural Sequential Model
inferred← citeshttps://doi.org/10.1145/3447548.3467330openalex-snapshot
ST-Norm
inferred← citeshttps://doi.org/10.1145/3447548.3467357openalex-snapshot
Graph Deep Factors for Forecasting with Applications to Cloud Resource Allocation
inferred← citeshttps://doi.org/10.1145/3459637.3481942openalex-snapshot
Online Multi-horizon Transaction Metric Estimation with Multi-modal Learning in Payment Networks
inferred← citeshttps://doi.org/10.1145/3459637.3482271openalex-snapshot
Learning to Learn the Future
inferred← citeshttps://doi.org/10.1145/3511808.3557396openalex-snapshot
Mining Reaction and Diffusion Dynamics in Social Activities
inferred← citeshttps://doi.org/10.1145/3534678.3539098openalex-snapshot
Multi-task Envisioning Transformer-based Autoencoder for Corporate Credit Rating Migration Early Prediction
inferred← citeshttps://doi.org/10.1145/3534678.3539176openalex-snapshot
Multi-task Hierarchical Classification for Disk Failure Prediction in Online Service Systems
inferred← citeshttps://doi.org/10.1145/3539597.3570440openalex-snapshot
Telecommunication Traffic Forecasting via Multi-task Learning
inferred← citeshttps://doi.org/10.1145/3543511openalex-snapshot
Graph Deep Factors for Probabilistic Time-series Forecasting
inferred← citeshttps://doi.org/10.1145/3584704openalex-snapshot
Fitting Imbalanced Uncertainties in Multi-output Time Series Forecasting
inferred← citeshttps://doi.org/10.1145/3587716.3587811openalex-snapshot
Study on Rainfall Runoff Prediction of Basin Based on Digital Twin
inferred← citeshttps://doi.org/10.1145/3637528.3671634openalex-snapshot
Dynamic Pricing for Multi-Retailer Delivery Platforms with Additive Deep Learning and Evolutionary Optimization
inferred← citeshttps://doi.org/10.1145/3653447openalex-snapshot
Deep Coupling Network for Multivariate Time Series Forecasting
inferred← citeshttps://doi.org/10.1145/3663976.3664241openalex-snapshot
Multivariate Time Series Forecasting: A Review
inferred← citeshttps://doi.org/10.1145/3711896.3736881openalex-snapshot
CMA: A Unified Contextual Meta-Adaptation Methodology for Time-Series Denoising and Prediction
inferred← citeshttps://doi.org/10.12677/csa.2024.1410207openalex-snapshot
Optimization Analysis of Loss Function Related to Spot Price of Gansu Power Based on RNN
inferred← citeshttps://doi.org/10.1371/journal.pone.0348354openalex-snapshot
Spatiotemporal weather forecasting via multi-scale graph neural networks and latent diffusion models
inferred← citeshttps://doi.org/10.15439/2025f7041openalex-snapshot
A Comparative Study of LSTM Efficiency vs. Transformer Power for Localized Time Series Forecasting
inferred← citeshttps://doi.org/10.1609/aaai.v35i10.17023openalex-snapshot
Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting
inferred← citeshttps://doi.org/10.1609/aaai.v37i6.25854openalex-snapshot
NHITS: Neural Hierarchical Interpolation for Time Series Forecasting
inferred← citeshttps://doi.org/10.2118/212962-msopenalex-snapshot
Dynamic Physics-Guided Deep Learning for Production Forecasting in Unconventional Reservoirs
inferred← citeshttps://doi.org/10.2118/221474-paopenalex-snapshot
Dynamic Physics-Guided Deep Learning for Long-Term Production Forecasting in Unconventional Reservoirs
inferred← citeshttps://doi.org/10.21203/rs.3.rs-2136936/v1openalex-snapshot
Movement Analytics: Current Status, Application to Manufacturing, and Future Prospects from an AI Perspective
inferred← citeshttps://doi.org/10.2139/ssrn.4832892openalex-snapshot
Future Frontiers in Deep Learning: From Static to Dynamic Neural Network Technologies
inferred← citeshttps://doi.org/10.2139/ssrn.5379395openalex-snapshot
ONLINE SUPPLEMENT -- Deep Learning Alpha Signals from Limit Order Books: Practical Insights and Lessons Learned (Main Article Published at Risk.net)
inferred← citeshttps://doi.org/10.23919/ccc52363.2021.9550144openalex-snapshot
A New Method for Anomaly Detection and Diagnosis of Ocean Observation System based on Deep Learning
inferred← citeshttps://doi.org/10.23919/fusion49465.2021.9627017openalex-snapshot
Forecasting pharmacy purchases orders
inferred← citeshttps://doi.org/10.23919/fusion59988.2024.10706354openalex-snapshot
Enhancing Stock Trading Performance with Deep Q-Learning by Addressing Noisy Data through Advanced Denoising Techniques
inferred← citeshttps://doi.org/10.23919/fusion65864.2025.11123992openalex-snapshot
Integrating Image-Based Time Series Features with the Temporal Fusion Transformer for Stock Price Prediction
inferred← citeshttps://doi.org/10.2514/6.2022-3707openalex-snapshot
Multi-Airport Delay Prediction with Transformers
inferred← citeshttps://doi.org/10.2514/6.2022-3708openalex-snapshot
Flight Demand Forecasting with Transformers
inferred← citeshttps://doi.org/10.3233/faia230328openalex-snapshot
A Novel Differentiable Rank Learning Method Towards Stock Movement Quantile Forecasting
inferred← citeshttps://doi.org/10.3233/ida-205103openalex-snapshot
Similarity-based sales forecasting using improved ConvLSTM and prophet
inferred← citeshttps://doi.org/10.3389/feart.2023.1137645openalex-snapshot
Seismic prediction of porosity in tight reservoirs based on transformer
inferred← citeshttps://doi.org/10.3389/fmars.2023.1174411openalex-snapshot
Research on the carbon emissions traceability inventory and multi-horizon prediction of ship carbon emissions: a case study of Tianjin Port
inferred← citeshttps://doi.org/10.3389/fonc.2025.1467672openalex-snapshot
UnetTransCNN: integrating transformers with convolutional neural networks for enhanced medical image segmentation
inferred← citeshttps://doi.org/10.3390/app112311285openalex-snapshot
Real Driving Cycle-Based State of Charge Prediction for EV Batteries Using Deep Learning Methods
inferred← citeshttps://doi.org/10.3390/app132212509openalex-snapshot
Proactive Service Caching in a MEC System by Using Spatio-Temporal Correlation among MEC Servers
inferred← citeshttps://doi.org/10.3390/app14156741openalex-snapshot
WindFormer: Learning Generic Representations for Short-Term Wind Speed Prediction
inferred← citeshttps://doi.org/10.3390/atmos14081248openalex-snapshot
Comparative Analysis of Neural Network Models for Predicting Ammonia Concentrations in a Mechanically Ventilated Sow Gestation Facility in Korea
inferred← citeshttps://doi.org/10.3390/buildings14020397openalex-snapshot
Enhancing Day-Ahead Cooling Load Prediction in Tropical Commercial Buildings Using Advanced Deep Learning Models: A Case Study in Singapore
inferred← citeshttps://doi.org/10.3390/data5020041openalex-snapshot
A Multi-Factor Analysis of Forecasting Methods: A Study on the M4 Competition
inferred← citeshttps://doi.org/10.3390/electronics11193167openalex-snapshot
Spatial and Temporal Normalization for Multi-Variate Time Series Prediction Using Machine Learning Algorithms
inferred← citeshttps://doi.org/10.3390/en16145435openalex-snapshot
Edge-Based Short-Term Energy Demand Prediction
inferred← citeshttps://doi.org/10.3390/en17163973openalex-snapshot
Deep Learning Models for PV Power Forecasting: Review
inferred← citeshttps://doi.org/10.3390/forecast6030033openalex-snapshot
Time-Series Interval Forecasting with Dual-Output Monte Carlo Dropout: A Case Study on Durian Exports
inferred← citeshttps://doi.org/10.3390/info14110598openalex-snapshot
Deep Learning for Time Series Forecasting: Advances and Open Problems
inferred← citeshttps://doi.org/10.3390/info16110971openalex-snapshot
Multimodal Models in Healthcare: Methods, Challenges, and Future Directions for Enhanced Clinical Decision Support
inferred← citeshttps://doi.org/10.3390/jmse11040880openalex-snapshot
TRFM-LS: Transformer-Based Deep Learning Method for Vessel Trajectory Prediction
inferred← citeshttps://doi.org/10.3390/lubricants11080343openalex-snapshot
Dynamic Temperature Prediction on High-Speed Angular Contact Ball Bearings of Machine Tool Spindles Based on CNN and Informer
inferred← citeshttps://doi.org/10.3390/math10193664openalex-snapshot
Short-Term Online Forecasting for Passenger Origin–Destination (OD) Flows of Urban Rail Transit: A Graph–Temporal Fused Deep Learning Method
inferred← citeshttps://doi.org/10.3390/math12101504openalex-snapshot
Deep Time Series Forecasting Models: A Comprehensive Survey
inferred← citeshttps://doi.org/10.3390/math14071173openalex-snapshot
A Stable Rolling Forecast for Renewable Energy Generation Based on a Neural Ordinary Differential Equation
inferred← citeshttps://doi.org/10.3390/s24123962openalex-snapshot
BiLSTM-MLAM: A Multi-Scale Time Series Prediction Model for Sensor Data Based on Bi-LSTM and Local Attention Mechanisms
inferred← citeshttps://doi.org/10.3390/s25082428openalex-snapshot
Multi-Agent Deep Reinforcement Learning for Integrated Demand Forecasting and Inventory Optimization in Sensor-Enabled Retail Supply Chains
inferred← citeshttps://doi.org/10.3390/smartcities6050114openalex-snapshot
Multivariate Time-Series Forecasting: A Review of Deep Learning Methods in Internet of Things Applications to Smart Cities
inferred← citeshttps://doi.org/10.3844/jcssp.2020.1401.1416openalex-snapshot
Comparative Analysis of Deep Learning Models for Multi-Step Prediction of Financial Time Series
inferred← citeshttps://doi.org/10.4236/jpee.2024.1212001openalex-snapshot
Wind Power Forecasting Using Grey Wolf Optimized Long Short-Term Memory Based on Numerical Weather Prediction
inferred← citeshttps://doi.org/10.48175/ijetir-1231openalex-snapshot
Efficient Clothing Fashion Prediction using Machine Learning
inferred← citeshttps://doi.org/10.48550/arxiv.2005.10111openalex-snapshot
The Effectiveness of Discretization in Forecasting: An Empirical Study on Neural Time Series Models
inferred← citeshttps://doi.org/10.48550/arxiv.2101.02118openalex-snapshot
Do We Really Need Deep Learning Models for Time Series Forecasting?
inferred← citeshttps://doi.org/10.48550/arxiv.2105.10430openalex-snapshot
Multi-Horizon Forecasting for Limit Order Books: Novel Deep Learning Approaches and Hardware Acceleration using Intelligent Processing Units
inferred← citeshttps://doi.org/10.48550/arxiv.2110.08255openalex-snapshot
Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting
inferred← citeshttps://doi.org/10.5194/hess-2024-261-ac2openalex-snapshot
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