Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2103.14438.
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
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T09:05:26.645474Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-30T15:34:47.836163Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 41d51a2e-80d4-4613-ad66-660e736bef2c · inbound
Positional Encoding in Transformer-Based Time Series Models: A Survey Gated Transformer Networks for Multivariate Time Series Classification
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2663b9ce-b450-4293-a3f7-fc78637e6952 · inbound
DyWPE: Signal-Aware Dynamic Wavelet Positional Encoding for Time Series Transformers Gated Transformer Networks for Multivariate Time Series Classification
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b3d53881-f29b-4f31-b5cd-9505e9bb1760 · inbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Gated Transformer Networks for Multivariate Time Series Classification
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1200095-7e0c-4e43-8746-09587bdf2ac8 · inbound
You Don't Need Attention: Gated Convolutional Modeling for Watch-Based Fall Detection Gated Transformer Networks for Multivariate Time Series Classification
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e3eb3fef-0854-490c-8d62-de9260654056 · inbound
GenHAR: Generalizing Cross-domain Human Activity Recognition for Last-mile Delivery Gated Transformer Networks for Multivariate Time Series Classification
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a69e8e9b-e8a5-4b42-8efe-5bfd17a4e21a · inbound
DAStatFormer: A Hybrid Multibranch Transformer with Statistical Feature Integration for DAS-Based Pattern Recognitions Gated Transformer Networks for Multivariate Time Series Classification
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 053858a4-c8a5-46ef-868b-8e8f05b5320d · inbound
HealthCAT: An Interpretable Encoder-only Transformer Framework for Health Indicator Prediction and Temporal Interpretation of Wearable Sensor Data Gated Transformer Networks for Multivariate Time Series Classification
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.