Browse State-of-the-Art › Time Series Forecasting › Papers, page 8

Time Series Forecasting

Papers archive 2025-07-28

archive papers tagged: 1,609 · with a code link: 714 · where Syntology ran a sample: 211 (186 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (211 of 1,609 tagged: 186 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument)

Page 8 of 17: papers 701 to 800 of 1,609, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Streaming Adaptation of Deep Forecasting Models using Adaptive Recurrent Units
  24 Jun 2019 1 repository listed
• Evaluating time series forecasting models: An empirical study on performance estimation methods
  28 May 2019 1 repository listed
• STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting
  24 May 2019 1 repository listed
• Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting
  9 May 2019 1 repository listed Syntology official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Temporal Attention Augmented Bilinear Network for Financial Time Series Data Analysis
  5 May 2019 1 repository listed
• Probabilistic Forecasting of Sensory Data with Generative Adversarial Networks - ForGAN
  29 Mar 2019 1 repository listed
• ST-LSTM: A Deep Learning Approach Combined Spatio-Temporal Features for Short-Term
  21 Jan 2019 1 repository listed
• On-Line Learning of Linear Dynamical Systems: Exponential Forgetting in Kalman Filters
  16 Sep 2018 1 repository listed Syntology 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 4 harvested samples)
• A Capsule Network for Traffic Speed Prediction in Complex Road Networks
  23 Jul 2018 1 repository listed
• Accurate Uncertainties for Deep Learning Using Calibrated Regression
  1 Jul 2018 1 repository listed
• MOrdReD: Memory-based Ordinal Regression Deep Neural Networks for Time Series Forecasting
  26 Mar 2018 1 repository listed
• Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction
  23 Feb 2018 1 repository listed Syntology official: harvested, nothing ran · 0 ran · 3 unverified (of 3 harvested samples)
• Dilated Convolutional Neural Networks for Time Series Forecasting
  2 Jan 2018 1 repository listed
• Temporal Attention augmented Bilinear Network for Financial Time-Series Data Analysis
  4 Dec 2017 1 repository listed
• The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting
  17 Jul 2025 0 repositories listed
• Data Augmentation in Time Series Forecasting through Inverted Framework
  15 Jul 2025 0 repositories listed
• Bridging the Last Mile of Prediction: Enhancing Time Series Forecasting with Conditional Guided Flow Matching
  9 Jul 2025 0 repositories listed
• Foundation models for time series forecasting: Application in conformal prediction
  9 Jul 2025 0 repositories listed
• AI-Based Demand Forecasting and Load Balancing for Optimising Energy use in Healthcare Systems: A real case study
  8 Jul 2025 0 repositories listed
• SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs
  25 Jun 2025 0 repositories listed
• FAF: A Feature-Adaptive Framework for Few-Shot Time Series Forecasting
  24 Jun 2025 0 repositories listed
• FlightKooba: A Fast Interpretable FTP Model
  24 Jun 2025 0 repositories listed
• Scalable Machine Learning Algorithms using Path Signatures
  21 Jun 2025 0 repositories listed
• Enhancing Forecasting Accuracy in Dynamic Environments via PELT-Driven Drift Detection and Model Adaptation
  17 Jun 2025 0 repositories listed
• Multi-Scale Finetuning for Encoder-based Time Series Foundation Models
  17 Jun 2025 0 repositories listed Syntology 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (of 13 harvested samples) · 13 pointer-only (licence)
• SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting
  17 Jun 2025 0 repositories listed
• Forecast-Then-Optimize Deep Learning Methods
  16 Jun 2025 0 repositories listed
• MetaEformer: Unveiling and Leveraging Meta-patterns for Complex and Dynamic Systems Load Forecasting
  15 Jun 2025 0 repositories listed
• Enhancing Bagging Ensemble Regression with Data Integration for Time Series-Based Diabetes Prediction
  11 Jun 2025 0 repositories listed
• Diffusion-based Time Series Forecasting for Sewerage Systems
  10 Jun 2025 0 repositories listed
• Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness
  10 Jun 2025 0 repositories listed
• Benchmarking Pre-Trained Time Series Models for Electricity Price Forecasting
  9 Jun 2025 0 repositories listed
• MIRA: Medical Time Series Foundation Model for Real-World Health Data
  9 Jun 2025 0 repositories listed
• Uncovering the Functional Roles of Nonlinearity in Memory
  9 Jun 2025 0 repositories listed
• End-to-End Probabilistic Framework for Learning with Hard Constraints
  8 Jun 2025 0 repositories listed
• A Statistical Framework for Model Selection in LSTM Networks
  7 Jun 2025 0 repositories listed
• The cost of ensembling: is it always worth combining?
  5 Jun 2025 0 repositories listed
• Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries
  2 Jun 2025 0 repositories listed
• Trojan Horse Hunt in Time Series Forecasting for Space Operations
  2 Jun 2025 0 repositories listed
• Binary Cumulative Encoding meets Time Series Forecasting
  30 May 2025 0 repositories listed
• Improving Time Series Forecasting via Instance-aware Post-hoc Revision
  29 May 2025 0 repositories listed Syntology 3 ran (of which 3 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (of 4 harvested samples)
• Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting
  29 May 2025 0 repositories listed
• Continuous Evolution Pool: Taming Recurring Concept Drift in Online Time Series Forecasting
  28 May 2025 0 repositories listed
• Comparative analysis of financial data differentiation techniques using LSTM neural network
  25 May 2025 0 repositories listed
• HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting
  23 May 2025 0 repositories listed
• TransDF: Time-Series Forecasting Needs Transformed Label Alignment
  23 May 2025 0 repositories listed Syntology 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 3 harvested samples)
• CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting
  22 May 2025 0 repositories listed
• MoTime: A Dataset Suite for Multimodal Time Series Forecasting
  21 May 2025 0 repositories listed
• Time Tracker: Mixture-of-Experts-Enhanced Foundation Time Series Forecasting Model with Decoupled Training Pipelines
  21 May 2025 0 repositories listed
• Byte Pair Encoding for Efficient Time Series Forecasting
  20 May 2025 0 repositories listed
• Leveraging Multivariate Long-Term History Representation for Time Series Forecasting
  20 May 2025 0 repositories listed
• CATS: Clustering-Aggregated and Time Series for Business Customer Purchase Intention Prediction
  19 May 2025 0 repositories listed
• Enhancing Channel-Independent Time Series Forecasting via Cross-Variate Patch Embedding
  19 May 2025 0 repositories listed
• Enhancing LLMs for Time Series Forecasting via Structure-Guided Cross-Modal Alignment
  19 May 2025 0 repositories listed
• RIFLES: Resource-effIcient Federated LEarning via Scheduling
  19 May 2025 0 repositories listed
• Multi-Order Wavelet Derivative Transform for Deep Time Series Forecasting
  17 May 2025 0 repositories listed
• Stochastic Processes with Modified Lognormal Distribution Featuring Flexible Upper Tail
  17 May 2025 0 repositories listed
• Zero-Shot Forecasting Mortality Rates: A Global Study
  17 May 2025 0 repositories listed
• Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting
  16 May 2025 0 repositories listed
• Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline
  16 May 2025 0 repositories listed
• Effective Probabilistic Time Series Forecasting with Fourier Adaptive Noise-Separated Diffusion
  16 May 2025 0 repositories listed
• Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning
  16 May 2025 0 repositories listed
• IISE PG&E Energy Analytics Challenge 2025: Hourly-Binned Regression Models Beat Transformers in Load Forecasting
  16 May 2025 0 repositories listed
• Beyond Time: Cross-Dimensional Frequency Supervision for Time Series Forecasting
  16 May 2025 0 repositories listed
• Nearest Neighbor Multivariate Time Series Forecasting
  16 May 2025 0 repositories listed
• Avocado Price Prediction Using a Hybrid Deep Learning Model: TCN-MLP-Attention Architecture
  15 May 2025 0 repositories listed
• ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Data
  15 May 2025 0 repositories listed
• Does Scaling Law Apply in Time Series Forecasting?
  15 May 2025 0 repositories listed
• Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting
  15 May 2025 0 repositories listed
• FAS-LLM: Large Language Model-Based Channel Prediction for OTFS-Enabled Satellite-FAS Links
  14 May 2025 0 repositories listed
• A Multi-scale Representation Learning Framework for Long-Term Time Series Forecasting
  13 May 2025 0 repositories listed
• SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models
  13 May 2025 0 repositories listed
• Enhancing Time Series Forecasting via a Parallel Hybridization of ARIMA and Polynomial Classifiers
  11 May 2025 0 repositories listed
• Matrix Is All You Need
  11 May 2025 0 repositories listed
• Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering
  9 May 2025 0 repositories listed
• STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting
  7 May 2025 0 repositories listed
• Less is More: Efficient Weight Farcasting with 1-Layer Neural Network
  5 May 2025 0 repositories listed
• Learning the Simplest Neural ODE
  4 May 2025 0 repositories listed
• Enhanced Prediction Model for Time Series Characterized by GARCH via Interval Type-2 Fuzzy Inference System
  3 May 2025 0 repositories listed
• Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts
  2 May 2025 0 repositories listed
• Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing
  2 May 2025 0 repositories listed
• Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting
  1 May 2025 0 repositories listed
• Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting
  1 May 2025 0 repositories listed
• Probabilistic Time Series Forecasting of Residential Loads -- A Copula Approach
  30 Apr 2025 0 repositories listed
• Multimodal Conditioned Diffusive Time Series Forecasting
  28 Apr 2025 0 repositories listed
• Bridging Short- and Long-Term Dependencies: A CNN-Transformer Hybrid for Financial Time Series Forecasting
  27 Apr 2025 0 repositories listed
• Goal-Oriented Time-Series Forecasting: Foundation Framework Design
  24 Apr 2025 0 repositories listed
• A Novel Hybrid Approach Using an Attention-Based Transformer + GRU Model for Predicting Cryptocurrency Prices
  23 Apr 2025 0 repositories listed
• iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network
  23 Apr 2025 0 repositories listed
• Online model learning with data-assimilated reservoir computers
  23 Apr 2025 0 repositories listed
• Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning
  20 Apr 2025 0 repositories listed
• Can Local Representation Alignment RNNs Solve Temporal Tasks?
  18 Apr 2025 0 repositories listed
• MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications
  18 Apr 2025 0 repositories listed
• Can Competition Enhance the Proficiency of Agents Powered by Large Language Models in the Realm of News-driven Time Series Forecasting?
  14 Apr 2025 0 repositories listed
• Adapting to the Unknown: Robust Meta-Learning for Zero-Shot Financial Time Series Forecasting
  13 Apr 2025 0 repositories listed
• ms-Mamba: Multi-scale Mamba for Time-Series Forecasting
  10 Apr 2025 0 repositories listed
• Probabilistic QoS Metric Forecasting in Delay-Tolerant Networks Using Conditional Diffusion Models on Latent Dynamics
  9 Apr 2025 0 repositories listed
• Loss Functions in Deep Learning: A Comprehensive Review
  5 Apr 2025 0 repositories listed
• Block Toeplitz Sparse Precision Matrix Estimation for Large-Scale Interval-Valued Time Series Forecasting
  4 Apr 2025 0 repositories listed
• Efficient Model Selection for Time Series Forecasting via LLMs
  2 Apr 2025 0 repositories listed

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.