Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:13:36.715292Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2504.18878.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:13:36.715292Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:21:27.813742Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T19:21:28.803578Z
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c9e092db-468d-433b-985c-f2714b939d9a · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Optimal multi-scale patterns in time series streams
Reference 1
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Unavailable: canonical work link unavailable.
Observation fe9c5455-e6f5-43b9-a8c3-391536c957fa · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Statstream: Statistical monitoring of thousands of data streams in real time
Reference 2
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Unavailable: canonical work link unavailable.
Observation d82ea26d-c7a3-4794-9971-755e92109ed2 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Transformer-based models to deal with heterogeneous environments in human activity recognition
Reference 3
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Observation 05ae9501-ac9f-4d18-948f-fb1f9495e07e · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Gradient flow in recurrent nets: the difficulty of learning long-term dependencies, 2001
Reference 4
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Unavailable: canonical work link unavailable.
Observation 2c0c3649-f2dc-483d-9ddc-38af667de4eb · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Attention is all you need
Reference 5
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Observation 68efd510-24d3-4190-86cd-05285199dd41 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Deep Transformer Models for Time Series Forecasting: The Influenza Prevalence Case
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e77aa01-6e35-4a4f-aa59-4e3d41374e6a · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Music Transformer
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01d7f153-179a-49d3-adf6-5e13240cb7ea · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation A time-restricted self-attention layer for asr
Reference 8
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Observation 9ebc51c4-ff21-4900-9fde-c8ee45e469a7 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Enhancing the locality and breaking the memory bottleneck of transformer on time series forecasting
Reference 9
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Unavailable: canonical work link unavailable.
Observation 53632f08-5f88-4f1c-8310-feafc1761020 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Informer: Beyond efficient transformer for long sequence time-series forecasting
Reference 10
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Unavailable: canonical work link unavailable.
Observation ffe68897-2626-4fbf-938c-eb5b8f1b1e33 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Autoformer: Decomposition transformers with auto- correlation for long-term series forecasting
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 234f020d-0301-4c0c-98e5-9b6280806f7f · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Fedformer: Frequency enhanced decomposed transformer for long-term series forecasting
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c835dee-396d-4119-a27c-a10528efbe26 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Brits: Bidirectional recurrent imputation for time series
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f4a8d84a-1f19-4df8-8e14-b25c5100aad1 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Gp-vae: Deep probabilistic time series imputation
Reference 14
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Unavailable: canonical work link unavailable.
Observation a25c83ee-e0c5-4c2f-936a-a386d3922960 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Multivariate time series imputation with generative adversarial networks
Reference 15
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Unavailable: canonical work link unavailable.
Observation 5d7d1a59-6b13-4471-a5ca-cdd03384396d · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Saits: Self-attention-based imputation for time series
Reference 16
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Unavailable: canonical work link unavailable.
Observation cece2650-8c14-4f19-a828-8041d2fbbb79 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Are transformers effective for time series forecasting? In Proceedings of the AAAI conference on artificial intelligence, volume 37, pages 11121–11128, 2023
Reference 17
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Unavailable: canonical work link unavailable.
Observation ad460958-379f-4bee-958f-0dcb3edbe18e · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
Reference 18
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Unavailable: canonical work link unavailable.
Observation 87c6ee87-b901-4ed8-9476-637639b8359f · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation iTransformer: Inverted Transformers Are Effective for Time Series Forecasting
Reference 19
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Unavailable: canonical work link unavailable.
Observation d96dc1fc-c566-4ce2-9378-5ad196bb2166 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Pathformer: Multi-scale transformers with adaptive pathways for time series forecasting
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0975329-1bc1-4d21-8de7-b3b337374d57 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis
Reference 21
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Unavailable: canonical work link unavailable.
Observation 278b38f5-089c-476b-9819-9ace16aee1fa · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Reversible instance normalization for accurate time-series forecasting against distribution shift
Reference 22
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Unavailable: canonical work link unavailable.
Observation 245378ee-7c64-4376-9919-903634c61de2 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Deep residual learning for image recognition
Reference 23
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Unavailable: canonical work link unavailable.
Observation 23f81d9d-4b6f-4553-a271-3cc42fe040fc · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Long-term Forecasting with TiDE: Time-series Dense Encoder
Reference 24
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Unavailable: canonical work link unavailable.
Observation 646cc956-2b2e-4ea2-bd46-74582d55631a · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation A review on word embedding techniques for text classification
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d2e1e26f-e821-4bf7-96f9-8b18a64cedad · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Identity mappings in deep residual networks
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 42d3c809-d951-42cb-b5ad-1cd4604e133f · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Adversarial sparse transformer for time series forecasting
Reference 27
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Unavailable: canonical work link unavailable.
Observation 18248794-4d27-4dac-892a-202b64912a14 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Uci machine learning repository
Reference 28
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Unavailable: canonical work link unavailable.
Observation 279464e7-909b-43d5-abfd-fc8e7039505f · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
Reference 29
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Observation d07d40c6-9800-4d9a-a0a5-6ed99d41a0b4 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures
Reference 30
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Unavailable: canonical work link unavailable.
Observation 5d723c2c-7df7-49d5-be3f-9d48612e56d8 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Are Transformers Effective for Time Series Forecasting?
Reference 31
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Unavailable: canonical work link unavailable.
Observation b0e51d7b-e55c-45a5-925f-96112b242e25 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Non-stationary transformers: Exploring the stationarity in time series forecasting
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bbd2c298-6be7-455d-81ae-ada6ae858f5d · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Deep time series models: A comprehensive survey and benchmark
Reference 33
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Unavailable: canonical work link unavailable.
Observation aa72fa13-963c-438c-9522-778ef92dac3f · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Crossformer: Transformer utilizing cross-dimension dependency for multivariate time series forecasting
Reference 34
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Unavailable: canonical work link unavailable.
Observation 2cea1ab7-a3d3-4fee-a86a-87b6057ad604 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling with Self-Distillation for Long-Term Forecasting
Reference 35
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Unavailable: canonical work link unavailable.
Observation 12197a3d-1494-4bcb-8f21-3f099a3933ec · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation A decoder-only foundation model for time-series forecasting
Reference 36
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Unavailable: canonical work link unavailable.
Observation a8319c3f-7895-493e-a891-38d25ddd3c73 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Transferability in Deep Learning: A Survey
Reference 37
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Observation e49982b9-b5d2-47f0-8b0e-cd8a9919c9f0 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Tsmixer: Lightweight mlp-mixer model for multivariate time series forecasting
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 45af373e-b979-45fa-824e-8d8eb5408771 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Simmtm: A simple pre- training framework for masked time-series modeling
Reference 39
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Unavailable: canonical work link unavailable.
Observation 1d7dea2a-d550-4a6f-a48e-d1752e06f4e3 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation CoST: Contrastive learning of disentangled seasonal-trend representations for time series forecasting
Reference 40
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Unavailable: canonical work link unavailable.
Observation 69ec7ffd-ae99-45bc-bbfc-f866bbd4bc06 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Learning to embed time series patches independently
Reference 41
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Unavailable: canonical work link unavailable.
Observation 3d8080f1-4cc8-4cf0-8378-ee228fe7b000 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation On the Opportunities and Risks of Foundation Models
Reference 42
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Unavailable: canonical work link unavailable.
Observation b29bc463-1a82-41e3-b477-d7cbec57d51c · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Self-supervised contrastive pre-training for time series via time-frequency consistency.Advances in Neural Information Processing Systems, 35:3988–4003, 2022
Reference 43
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Observation d62cf147-420e-4e28-bd25-43ea6acab69b · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation One fits all: Power general time series analysis by pretrained lm
Reference 44
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Observation 7d5c13dc-fa20-4df8-abb2-60a0621c433d · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
Reference 45
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Unavailable: canonical work link unavailable.
Observation e278cf84-0a90-44f7-bfa0-9cb919a604ff · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation MOMENT: A family of open time-series foundation models
Reference 46
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Unavailable: canonical work link unavailable.
Observation cd098a7f-03ac-45ed-82ce-8b6a5c7135ae · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Unified training of universal time series forecasting transformers
Reference 47
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Unavailable: canonical work link unavailable.
Observation 37b38d63-2ef2-4d3f-9df2-c88ab4d42a30 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 48
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Observation e65b7abf-0fe7-45df-aa7d-010ceaac8f55 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Scinet: Time series modeling and forecasting with sample convolution and interaction
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ba02092c-5986-42dc-b5f5-223e3fc91413 · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation ETSformer: Exponential Smoothing Transformers for Time-series Forecasting
Reference 50
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Unavailable: canonical work link unavailable.
Observation 1c719b7e-cb9c-4d33-80db-abc269118d0e · outbound
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 99b80e24-d322-4a98-b4a2-6b892fe496e9 · inbound
Decomposing the Time Series Forecasting Pipeline: A Modular Approach for Time Series Representation, Information Extraction, and Projection TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.