Paper Citation Record · LEDGER

Transformers in Time Series: A Survey

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 48 inbound Pith citation observations for arXiv:2202.07125.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2202.07125 v5

Coverage vector

measured 0 of 0 reference resolution

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measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 48 of 48 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T05:30:12.099161Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

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External citation measurements

67
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 47c0e531-9f30-4109-b3e9-2854ed24473b · inbound

A Time Series is Worth 64 Words: Long-term Forecasting with Transformers cites this paper.

A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Transformers in Time Series: A Survey

Reference 14

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Observation e0e34c04-4859-4fa3-842a-d013fda47ed3 · inbound

Deep Time Series Models: A Comprehensive Survey and Benchmark cites this paper.

Deep Time Series Models: A Comprehensive Survey and Benchmark Transformers in Time Series: A Survey

Reference 12

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Observation 5641c69f-2e54-4c50-8bc3-b8ad6824384d · inbound

Positional Encoding in Transformer-Based Time Series Models: A Survey cites this paper.

Positional Encoding in Transformer-Based Time Series Models: A Survey Transformers in Time Series: A Survey

Reference 26

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Observation a6b3b56d-14e1-48ea-b151-51c943df87f8 · inbound

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data cites this paper.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Transformers in Time Series: A Survey

Reference 42

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Low-Cost FlashAttention with Fused Exponential and Multiplication Hardware Operators cites this paper.

Low-Cost FlashAttention with Fused Exponential and Multiplication Hardware Operators Transformers in Time Series: A Survey

Reference 2

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Observation a6499e1c-3a58-4bc8-a4d4-58838ed0b575 · inbound

Estimating Perceptual Attributes of Haptic Textures Using Visuo-Tactile Data cites this paper.

Estimating Perceptual Attributes of Haptic Textures Using Visuo-Tactile Data Transformers in Time Series: A Survey

Reference 37

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Observation 1d3e22c6-ccf5-4a74-8b8b-6aa81f74478e · inbound

Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation Benchmarks cites this paper.

Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation Benchmarks Transformers in Time Series: A Survey

Reference 16

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Observation 73451ac4-e726-4be3-b4bc-548344c5ad83 · inbound

W4S4: WaLRUS Meets S4 for Long-Range Sequence Modeling cites this paper.

W4S4: WaLRUS Meets S4 for Long-Range Sequence Modeling Transformers in Time Series: A Survey

Reference 1

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Observation 5fd93b97-0862-4cb9-b5c3-6c8f821a1b40 · inbound

Neural Functions for Learning Periodic Signal cites this paper.

Neural Functions for Learning Periodic Signal Transformers in Time Series: A Survey

Reference 15

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Observation 836d6e91-f9d9-414d-b6ff-a4804af22255 · inbound

A foundation model with multi-variate parallel attention to generate neuronal activity cites this paper.

A foundation model with multi-variate parallel attention to generate neuronal activity Transformers in Time Series: A Survey

Reference 19

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Observation 83e62307-1784-404c-8fda-fbc49aaef657 · inbound

Benchmarking Unsupervised Strategies for Anomaly Detection in Multivariate Time Series cites this paper.

Benchmarking Unsupervised Strategies for Anomaly Detection in Multivariate Time Series Transformers in Time Series: A Survey

Reference 33

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Observation 2ff1ba60-0d4b-456d-ac71-a758d60bc7f0 · inbound

Evaluation of a Foundational Model and Stochastic Models for Forecasting Sporadic or Spiky Production Outages of High-Performance Machine Learning Services cites this paper.

Evaluation of a Foundational Model and Stochastic Models for Forecasting Sporadic or Spiky Production Outages of High-Performance Machine Learning Services Transformers in Time Series: A Survey

Reference 66

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Observation 7199979c-5ca3-41aa-b1ec-a342311f06b7 · inbound

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration cites this paper.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Transformers in Time Series: A Survey

Reference 62

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Observation 9fd56160-4004-44c9-ab11-3c37c79fdaf7 · inbound

Scaling Transformers for Time Series Forecasting: Do Pretrained Large Models Outperform Small-Scale Alternatives? cites this paper.

Scaling Transformers for Time Series Forecasting: Do Pretrained Large Models Outperform Small-Scale Alternatives? Transformers in Time Series: A Survey

Reference 34

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Observation ab12f8d6-9f6e-4251-abda-a57c28f70437 · inbound

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting cites this paper.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Transformers in Time Series: A Survey

Reference 43

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Observation b45d3fbe-d455-4043-8fe8-7e45e41c0aa3 · inbound

Scalable Unsupervised Segmentation via Random Fourier Feature-based Gaussian Process cites this paper.

Scalable Unsupervised Segmentation via Random Fourier Feature-based Gaussian Process Transformers in Time Series: A Survey

Reference 18

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Observation e3888425-f112-476a-9895-df2041a59001 · inbound

The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting cites this paper.

The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting Transformers in Time Series: A Survey

Reference 37

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Observation 78579ed6-3cd1-4e80-bbda-9c092d8d5a89 · inbound

Multimodal Behavioral Patterns Analysis with Eye-Tracking and LLM-Based Reasoning cites this paper.

Multimodal Behavioral Patterns Analysis with Eye-Tracking and LLM-Based Reasoning Transformers in Time Series: A Survey

Reference 45

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Observation 723c8aa3-9ba9-483f-a579-ea0fecfc5196 · inbound

Predicting Large-scale Urban Network Dynamics with Energy-informed Graph Neural Diffusion cites this paper.

Predicting Large-scale Urban Network Dynamics with Energy-informed Graph Neural Diffusion Transformers in Time Series: A Survey

Reference 21

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Observation a02b9e57-dd7b-4733-aad7-3fa24136e8db · inbound

TinyMusician: On-Device Music Generation with Knowledge Distillation and Mixed Precision Quantization cites this paper.

TinyMusician: On-Device Music Generation with Knowledge Distillation and Mixed Precision Quantization Transformers in Time Series: A Survey

Reference 36

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Observation 858e045c-2fd5-4383-b3e7-91382ca18bd1 · inbound

AR-KAN: Autoregressive-Weight-Enhanced Kolmogorov-Arnold Network for Time Series Forecasting cites this paper.

AR-KAN: Autoregressive-Weight-Enhanced Kolmogorov-Arnold Network for Time Series Forecasting Transformers in Time Series: A Survey

Reference 16

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TwinTac: A Wide-Range, Highly Sensitive Tactile Sensor with Real-to-Sim Digital Twin Sensor Model cites this paper.

TwinTac: A Wide-Range, Highly Sensitive Tactile Sensor with Real-to-Sim Digital Twin Sensor Model Transformers in Time Series: A Survey

Reference 43

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Observation c8a78142-42cd-43ea-a93b-776db739501c · inbound

Transformer-Guided Deep Reinforcement Learning for Optimal Takeoff Trajectory Design of an eVTOL Drone cites this paper.

Transformer-Guided Deep Reinforcement Learning for Optimal Takeoff Trajectory Design of an eVTOL Drone Transformers in Time Series: A Survey

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:25:11.612567Z

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Observation d6990e83-48d6-4f4f-b4be-226be80c4c23 · inbound

Fourier-KAN-Mamba: A Novel State-Space Equation Approach for Time-Series Anomaly Detection cites this paper.

Fourier-KAN-Mamba: A Novel State-Space Equation Approach for Time-Series Anomaly Detection Transformers in Time Series: A Survey

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:20:12.153365Z

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Observation 66ce7fab-48c3-4327-8a51-476692af0969 · inbound

TinyD\'ej\`aVu: Smaller RAM and Faster Inference with Neural Networks on MCUs for Sensor Data Streams cites this paper.

TinyD\'ej\`aVu: Smaller RAM and Faster Inference with Neural Networks on MCUs for Sensor Data Streams Transformers in Time Series: A Survey

Reference 12

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Observation 770ae6e6-9623-4e29-82a8-e0ac0683c4e1 · inbound

A Simple but Efficient Transformer-Based Physics-Informed Neural Network for Incompressible Navier--Stokes Equations cites this paper.

A Simple but Efficient Transformer-Based Physics-Informed Neural Network for Incompressible Navier--Stokes Equations Transformers in Time Series: A Survey

Reference 44

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Observation 18b17f96-e0c5-494c-9368-b398fa139286 · inbound

Timer-S1: A Billion-Scale Time Series Foundation Model with Serial Scaling cites this paper.

Timer-S1: A Billion-Scale Time Series Foundation Model with Serial Scaling Transformers in Time Series: A Survey

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:50:10.866623Z

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Frequency-Guided Deformable Networks for Continuous Phase Alignment cites this paper.

Frequency-Guided Deformable Networks for Continuous Phase Alignment Transformers in Time Series: A Survey

Reference 30

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ASTRAFier: A Novel and Scalable Transformer-based Stellar Variability Classifier cites this paper.

ASTRAFier: A Novel and Scalable Transformer-based Stellar Variability Classifier Transformers in Time Series: A Survey

Reference 100

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Observation 1326e1b7-63bf-49aa-a039-2b2c161b1dbb · inbound

climt-paraformer: Stable Emulation of Convective Parameterization using a Temporal Memory-aware Transformer cites this paper.

climt-paraformer: Stable Emulation of Convective Parameterization using a Temporal Memory-aware Transformer Transformers in Time Series: A Survey

Reference 14

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Observation 76acd0ab-ab3f-491e-b03c-31f33ce6aaeb · inbound

Federated Weather Modeling on Sensor Data cites this paper.

Federated Weather Modeling on Sensor Data Transformers in Time Series: A Survey

Reference 30

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FactoryBench: Evaluating Industrial Machine Understanding cites this paper.

FactoryBench: Evaluating Industrial Machine Understanding Transformers in Time Series: A Survey

Reference 42

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Attention-based graph neural networks: a survey cites this paper.

Attention-based graph neural networks: a survey Transformers in Time Series: A Survey

Reference 147

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HapticLDM: A Diffusion Model for Text-to-Vibrotactile Generation cites this paper.

HapticLDM: A Diffusion Model for Text-to-Vibrotactile Generation Transformers in Time Series: A Survey

Reference 47

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Observation 8f849b03-945a-43ed-86a7-f91ea2e84d3e · inbound

Kalimati Vegetable Price Index Forecasting with a Momentum Corrected Online Stacking Ensemble cites this paper.

Kalimati Vegetable Price Index Forecasting with a Momentum Corrected Online Stacking Ensemble Transformers in Time Series: A Survey

Reference 15

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Observation c09585e5-272c-4932-b644-eb134a6927e3 · inbound

VESTA: Visual Exploration with Statistical Tool Agents cites this paper.

VESTA: Visual Exploration with Statistical Tool Agents Transformers in Time Series: A Survey

Reference 49

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Adaptive Oscillatory-State Alignment for Time Series Forecasting cites this paper.

Adaptive Oscillatory-State Alignment for Time Series Forecasting Transformers in Time Series: A Survey

Reference 1

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Observation fbb4bb76-3d6f-42d6-823f-e7bfb6e3a6e2 · inbound

Disjoint or Overlapping? Inference Windowing for Reconstruction-Based Time Series Anomaly Detection cites this paper.

Disjoint or Overlapping? Inference Windowing for Reconstruction-Based Time Series Anomaly Detection Transformers in Time Series: A Survey

Reference 24

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Observation 467da2f6-5dfe-4b3e-8f58-1a40b424cfb2 · inbound

ASTEROID: A Spatiotemporal Information Transformer for Forecasting Multi-Step Time Series of Molecular Dynamics cites this paper.

ASTEROID: A Spatiotemporal Information Transformer for Forecasting Multi-Step Time Series of Molecular Dynamics Transformers in Time Series: A Survey

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:18:56.344636Z

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Observation 2a6042ed-2b4b-48b6-8ae8-c0e88f433f2a · inbound

TopoCast: A Topological Fidelity Framework for Evaluating Transformer-Based Time Series Forecasting cites this paper.

TopoCast: A Topological Fidelity Framework for Evaluating Transformer-Based Time Series Forecasting Transformers in Time Series: A Survey

Reference 16

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Observation 94b9e4c3-afda-482c-91cc-51084373c132 · inbound

Adaptive Financial Transformer with Regime-Gated Attention for Stock Return Prediction cites this paper.

Adaptive Financial Transformer with Regime-Gated Attention for Stock Return Prediction Transformers in Time Series: A Survey

Reference 31

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Observation abcc096b-33fb-4cd4-a877-5060e5d776ff · inbound

Modular Foundation Models for Time-Series Perception in Digital Twins cites this paper.

Modular Foundation Models for Time-Series Perception in Digital Twins Transformers in Time Series: A Survey

Reference 132

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Transformers with Physics-Informed Encodings and Simulation-Based Inference for Robust Detection of Eccentric Binary Black Holes in Pulsar Timing Array Data cites this paper.

Transformers with Physics-Informed Encodings and Simulation-Based Inference for Robust Detection of Eccentric Binary Black Holes in Pulsar Timing Array Data Transformers in Time Series: A Survey

Reference 39

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FMMVCC: Fuzzy Mamba-based Multi-View Contrastive Clustering for Univariate Time Series cites this paper.

FMMVCC: Fuzzy Mamba-based Multi-View Contrastive Clustering for Univariate Time Series Transformers in Time Series: A Survey

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-09T16:06:20.092063Z

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Observation bad3dba0-e6ff-4cd3-a435-6e2906b22f2e · inbound

Day-Ahead Forecasting of Largest Single Infeed/Outfeed on the Irish Power Grid: A Generative Artificial Intelligence Approach cites this paper.

Day-Ahead Forecasting of Largest Single Infeed/Outfeed on the Irish Power Grid: A Generative Artificial Intelligence Approach Transformers in Time Series: A Survey

Reference 13

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Observation 4e53c656-5a15-40a8-aaa7-1034b3741cdd · inbound

Emergent Latent-State Computation under Stochastic Volatility cites this paper.

Emergent Latent-State Computation under Stochastic Volatility Transformers in Time Series: A Survey

Reference 18

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Observation ee8c0663-c815-4b26-a66c-3bcb1fd7a1b5 · inbound

HealthCAT: An Interpretable Encoder-only Transformer Framework for Health Indicator Prediction and Temporal Interpretation of Wearable Sensor Data cites this paper.

HealthCAT: An Interpretable Encoder-only Transformer Framework for Health Indicator Prediction and Temporal Interpretation of Wearable Sensor Data Transformers in Time Series: A Survey

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T04:27:09.384124Z

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Observation fc0cb9e2-01d8-4205-ba69-cb7561d3b0af · inbound

MBDiff: Multi-view Behavior-aware Diffusion Model for Probabilistic Utility Data Imputation cites this paper.

MBDiff: Multi-view Behavior-aware Diffusion Model for Probabilistic Utility Data Imputation Transformers in Time Series: A Survey

Reference 6

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Source-reported events for the cited work

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