Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:36:35.037015Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2501.10448.
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 2026-08-10T20:36:35.037015Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 825d222f-3dce-4996-9898-35aa31312449 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Multi-horizon in- flation forecasts using disaggregated data,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 76e085fe-1bd5-4610-81db-a0be566d2208 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Multivariate time series dataset for space weather data analytics,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 25cc2c16-7ab4-42f5-ac15-d714e054023a · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Electric load forecasting using an artificial neural network,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 474c4a5a-20d2-4822-b58e-9ce2fb9fa1ce · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Context-aware path ranking in road networks,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6f3d8716-070c-402a-af76-1dd58a4da8ab · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Ultraman: A unified platform for big trajectory data management and analytics,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ce2b3067-f659-4bc9-a3fb-bbd56ef0065f · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Real-time distributed co-movement pattern detection on streaming trajectories,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2a9d7651-7f8d-4bc5-927f-fb9404759077 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Freeway performance measurement system: mining loop detector data,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5b95f390-f52f-4602-8bb8-ab746a305175 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Mdtp: A multi-source deep traffic prediction framework over spatio-temporal trajectory data,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5bfe429f-a682-4d0e-8daa-293a4f14845f · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Unsupervised path representation learning with curriculum negative sampling,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1963ca76-a1ea-493c-869a-099c1dc608ba · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Team: Topological evolution-aware framework for traffic forecasting,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a02f2824-7b29-4ec5-8bf8-b0a707d8eae2 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Multivariate time- series modeling for forecasting sintering temperature in rotary kilns using dcgnet,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1eb85d39-c9da-4f6b-a9a6-24f57afdf719 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching An edge-ai based forecasting approach for improving smart microgrid efficiency,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3d0b5a14-bcda-47d3-bd46-d8e578f57d9e · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Weakly guided adaptation for robust time series forecasting,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 33514926-67c1-4e50-9dec-7a5a2f0f888e · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching AutoCTS+: Joint neural architecture and hyperparameter search for correlated time series forecasting,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 491898fe-d423-41eb-940d-6c531e368003 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching AutoCTS++: zero-shot joint neural architecture and hyperparameter search for correlated time series forecasting,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 67a5a664-a99c-4afd-8474-f6c255fbcb49 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching TFB: towards comprehensive and fair benchmarking of time series forecasting methods,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 20dcf624-0ba4-4381-8bad-8a65723a501a · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Qcore: Data-efficient, on-device continual calibration for quantized models,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b1b3e929-9001-4038-8379-0536c73752bc · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Less is more: Efficient time series dataset condensation via two-fold modal matching,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bcc7584b-6353-4665-a528-d1582f096666 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Multiple time series forecasting with dynamic graph modeling,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0ffed5da-e3ea-46db-8e2a-c659269ca413 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Finding structure in time,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e0e49987-7c21-4f25-af81-da8640de777a · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Long short-term memory,
Reference 21
Source-reported events for the cited work
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Observation 5400b094-e247-4b05-b9e8-6102c97e5248 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks
Reference 22
Source-reported events for the cited work
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Observation bc27f46a-5370-4f8e-b96e-152989c9e778 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Attention is all you need,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 35685f75-094a-429f-aeae-f95cdd91ee6e · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Pathformer: Multi-scale transformers with adaptive pathways for time series forecasting,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d077b0c5-33b6-46ef-8770-de04f8167ed4 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Language models are unsupervised multitask learners,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e7a7f9c-e9ce-4011-b560-410caab8a0ef · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Swin transformer: Hierarchical vision transformer using shifted windows,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fc756eab-27c1-40c8-9752-874077489bad · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Informer: Beyond efficient transformer for long sequence time-series forecasting,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 46ae06db-9f2f-4d1f-9d25-93a5676fcffa · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation aec9ae12-30f8-4a38-8394-1b8d79f7f9ea · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 722f2b6f-0fe5-4dd7-8e29-425268c4d852 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Are transformers effective for time series forecasting?
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 950b0bde-c556-46b5-ab3e-a7695cd5037e · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching A time series is worth 64 words: Long-term forecasting with transformers,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2bfafe72-8f3d-45eb-bf85-eb935eff5e9b · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Crossformer: Transformer utilizing cross- dimension dependency for multivariate time series forecasting,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 90361309-ce21-4e9d-a55d-21e32ba286fe · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Tsmixer: Lightweight mlp-mixer model for multivariate time series forecasting,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 729282e5-c95f-4749-baef-5386c04fba94 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Designing and training of lightweight neural networks on edge devices using early halting in knowledge distillation,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 55ba19a3-0cc3-4645-9c94-7b6e17e7490f · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Adapyramid: Adaptive pyramid for accelerating high-resolution object detection on edge devices,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 322a335d-4c72-49e9-80eb-6fdec6b54764 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching A novel approach for seamless probabilistic photovoltaic power forecasting covering multi- ple time frames,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8d4385ae-8d09-4e49-93f6-f3617bb40ebc · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching CGF: A category guidance based pm$ {2.5}$ sequence forecasting training framework,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation aacece13-16f8-470d-9342-9038bc4f5099 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching A transformer-based framework for multivariate time series representation learning,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8486ce53-cb4e-4255-bb95-b6862255663e · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6867df39-eb60-496d-9df0-eda0bbf051cd · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching A Multi-Horizon Quantile Recurrent Forecaster
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1435172-0395-4835-bcfe-60d16ebc6b35 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching A dual-stage attention-based recurrent neural network for time series prediction,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a9ca7da9-384e-4abd-9a8c-145516cf5ff3 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Think globally, act locally: A deep neural network approach to high-dimensional time series forecasting,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c08fe3b8-b366-40ad-9284-9c3a4cebaf44 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Reformer: The efficient transformer,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0dac3980-07ad-4eca-be68-57ef8cf068fa · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Towards long-term time-series forecasting: Feature, pattern, and distribution,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 72381d10-078b-400d-b74d-a5733b5808cd · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Triformer: Triangular, variable-specific attentions for long sequence multivariate time series forecasting,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e0b68191-30f5-4561-939d-d2f12b4702a4 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching itrans- former: Inverted transformers are effective for time series forecasting,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e989280a-b305-4c9d-afac-ae2533539c12 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching TSMixer: An All-MLP Architecture for Time Series Forecasting
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5848b73c-37c6-42ec-9b97-af33be6eaac4 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Long-term Forecasting with TiDE: Time-series Dense Encoder
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5b8d3e2-b136-47e7-b578-8cc7608a4a12 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Lightts: Lightweight time series classification with adaptive ensemble distillation,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 914b947a-50cb-49a0-bb55-416d3771f5f9 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Multi-resolution expansion of analysis in time-frequency domain for time series forecasting,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2da86d3c-740a-4096-9945-746e9809866f · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Timemixer: Decomposable multiscale mixing for time series forecasting,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a0ab6c04-0dbe-45f7-bdf3-ddcbe0201777 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52787f63-5936-43ee-b3a2-b6ed76587a3f · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Disentangling structured components: Towards adaptive, interpretable and scalable time series forecasting,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 03469d14-837b-4307-bf83-d170250a70ed · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Learning transferable visual models from natural language supervi- sion,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ea46cec4-53f3-4f3d-99c4-dd800be8b3e6 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching PETformer: Long-term Time Series Forecasting via Placeholder-enhanced Transformer
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ebd82064-ce4e-4adf-a4d4-6a4fb0bee542 · outbound
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching Decoupled weight decay regularization,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
No inbound Pith citation observations are available.