Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-03T16:33:19.870207Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2607.02344.
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 2026-07-03T16:33:19.870207Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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
40 of 40 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0354e726-ee75-4641-9392-ec705eb9959a · outbound
Self-Gating Attention for Efficient Time Series Forecasting The capacity and robustness trade-off: Revisiting the channel independent strategy for multivariate time series forecasting,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f56d1872-fc4d-4592-b03b-78be91de96bc · outbound
Self-Gating Attention for Efficient Time Series Forecasting A survey on graph neural networks for time series: Forecasting, classification, imputation, and anomaly detec- tion,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b3abde3d-941e-46bd-ba94-93a061b911d4 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Spatio-temporal transformer network for weather forecasting,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation db37f122-35f0-4c21-b997-9b52e2916952 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Long short-term financial time series forecasting based on residual multiscale TCN sparse expert network and Informer,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6e97ba7d-343b-4d8d-b569-6b7933079648 · outbound
Self-Gating Attention for Efficient Time Series Forecasting TimeMixer: Decomposable multiscale mixing for time series forecasting,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 279118a0-994d-4d8e-ab26-99b0c4da21ae · outbound
Self-Gating Attention for Efficient Time Series Forecasting A multi-task end-to-end multivariate long-sequence time series prediction model for load forecasting,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bf94c196-27d8-4f97-b397-8ce27859cedb · outbound
Self-Gating Attention for Efficient Time Series Forecasting Investigating pattern neurons in urban time series forecasting,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ab6bfa24-45c4-4ee4-973f-ff549d904244 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Informer: Beyond efficient trans- former for long sequence time-series forecasting,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 85cf7b0d-7945-453e-b837-5428ba934b63 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Simultaneous bearing fault recognition and remaining useful life prediction using joint-loss convo- lutional neural network,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6280fc86-23b1-4a20-bd58-26804771d4e1 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Attention is all you need,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5937448b-f0cc-49c7-8f1c-f63a5914bf61 · outbound
Self-Gating Attention for Efficient Time Series Forecasting TimeXer: Empowering transformers for time series forecasting with exogenous variables,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b601ddf2-2668-43b8-96c5-0391aa36dde9 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3e2fde6a-3d38-4092-a3de-d298c53abddc · outbound
Self-Gating Attention for Efficient Time Series Forecasting iTransformer: Inverted transformers are effective for time series forecasting,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8d7df93e-c302-4c7c-b6b9-cf0f5647a0e9 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Efficient attention: Attention with linear complexities,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 478509c1-0575-4ab7-bbed-748e25f4f425 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Adversarial self-attention for language understanding,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 32fc0153-28f9-425b-b9cf-5e398d585645 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Token statistics transformer: Linear-time attention via variational rate reduction,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6b360859-177a-43fe-9df5-20d84e8e68b4 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Long sequence multivariate time- series forecasting for industrial processes using SASGNN,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6d08f641-f29d-40b1-8d3b-74d5da83ca3d · outbound
Self-Gating Attention for Efficient Time Series Forecasting MC-ANN: A mixture clustering-based attention neural network for time series forecasting,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f183cde0-45a4-4b23-80de-ab0a2f5837cd · outbound
Self-Gating Attention for Efficient Time Series Forecasting HDT: Hierarchical discrete transformer for multivariate time series forecasting,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6ae09b77-b05d-45c9-857f-6dbd44f88111 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Short-term forecasting of heat demand of buildings for efficient and optimal energy management based on integrated machine learning models,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 94bbfb37-9f35-489b-a894-bf7ddd82e60c · outbound
Self-Gating Attention for Efficient Time Series Forecasting Irregular multivariate time series fore- casting: A transformable patching graph neural networks approach,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bc74a497-d67e-45b0-bcba-e1e169a24477 · outbound
Self-Gating Attention for Efficient Time Series Forecasting UniMATS: A unified time series forecasting model with multi-dimensional attention structure for power systems,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5862e6b4-0fa4-49c8-9149-1f6db9bae2dc · outbound
Self-Gating Attention for Efficient Time Series Forecasting Temporal re-attention LSTM for multivariate prediction in industrial heating process with large time delays,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a90eb0c7-d4ae-43ec-beaf-842cb7372ae8 · outbound
Self-Gating Attention for Efficient Time Series Forecasting A difference metric attention with position distance-based weighting for transformer in data sequence modeling of industrial processes,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2b99f06f-8925-4a71-82c0-d17398070627 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 287903e6-5f56-46d3-b02a-6e033b0ddb7e · outbound
Self-Gating Attention for Efficient Time Series Forecasting Crossformer: Transformer utilizing cross- dimension dependency for multivariate time series forecasting,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f109c1d8-cea6-4402-b85c-01e37def8021 · outbound
Self-Gating Attention for Efficient Time Series Forecasting CAST: An innovative framework for cross-dimensional attention structure in transformers,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 050450f2-8036-442c-b3a3-6d6e4d46b6be · outbound
Self-Gating Attention for Efficient Time Series Forecasting Probabilistic multienergy load forecasting based on hybrid attention-enabled transformer network and Gaussian process-aided residual learning,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4a25e8f1-da35-4278-b030-c78ba306ad2c · outbound
Self-Gating Attention for Efficient Time Series Forecasting Multi-criteria token fusion with one- step-ahead attention for efficient vision transformers,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f6850eab-7de2-4b09-8a50-a5e45a208923 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Hierarchical self-attention network for industrial data series modeling with different sampling rates between the input and output sequences,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e65bbea4-938f-4238-9e30-5b567968f8ce · outbound
Self-Gating Attention for Efficient Time Series Forecasting Reversible instance normalization for ac- curate time-series forecasting against distribution shift,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 01124c03-970e-4664-8915-00ad88408347 · outbound
Self-Gating Attention for Efficient Time Series Forecasting 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 2026-08-04T06:34:03.388597+00:00.
Observation ccba4fe4-0b48-4096-854c-07312082287a · outbound
Self-Gating Attention for Efficient Time Series Forecasting Occlusion-aware transformer with second-order attention for person re-identification,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 32e80df6-90af-4726-93e1-60a9ab8e8e96 · outbound
Self-Gating Attention for Efficient Time Series Forecasting TAMT: Temporal-aware model tuning for cross-domain few-shot action recognition,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c26d48f4-7a6b-4c55-ba15-79ae6d3fa915 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Are self-attentions effective for time series forecasting?
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0d2dcf35-516e-45bb-afd9-52d7ca0cb4ea · outbound
Self-Gating Attention for Efficient Time Series Forecasting CARD: Channel aligned robust blend transformer for time series forecasting,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e44eeb95-5928-440c-90c0-50217640b49b · outbound
Self-Gating Attention for Efficient Time Series Forecasting Fedformer: Frequency enhanced decom- posed transformer for long-term series forecasting,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fa847ecc-1d40-4670-b296-f8c663b57af7 · outbound
Self-Gating Attention for Efficient Time Series Forecasting Are language models actually useful for time series forecasting?
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 020536d9-b556-415e-92f3-0b89732c286d · outbound
Self-Gating Attention for Efficient Time Series Forecasting A multiscale model for multivariate time series forecasting,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9c6a4d80-63d7-4a96-a3b3-51860b3ad593 · outbound
Self-Gating Attention for Efficient Time Series Forecasting A time series is worth 64 words: Long-term forecasting with transformers,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
No inbound Pith citation observations are available.