Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T06:08:58.023490Z
Paper Citation Record · LEDGER
LightGTS: A Lightweight General Time Series Forecasting Model
As of 8 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2506.06005.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T10:58:02.534124Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T10:58:02.786090Z
Reference resolution
30 of 30 outbound references displayed
- verified exact0
- verified fuzzy8
- unresolved21
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 5a8cd51d-7362-4c0c-a02a-06fa1aa1acd0 · outbound
This paper cites Chronos: Learning the Language of Time Series.
LightGTS: A Lightweight General Time Series Forecasting Model Chronos: Learning the Language of Time Series
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:55.654154Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 415598c2-a630-4763-a838-f4a9641eaf36 · outbound
This paper cites Monash Time Series Forecasting Archive.
LightGTS: A Lightweight General Time Series Forecasting Model Monash Time Series Forecasting Archive
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.121503Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8c8250a-184a-4bcc-a2d8-c1f6fb25b60d · outbound
This paper cites Non-Autoregressive Neural Machine Translation.
LightGTS: A Lightweight General Time Series Forecasting Model Non-Autoregressive Neural Machine Translation
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.174702Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb694c29-870c-47ea-a78d-d9935bea514e · outbound
This paper cites Adam: A Method for Stochastic Optimization.
LightGTS: A Lightweight General Time Series Forecasting Model Adam: A Method for Stochastic Optimization
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.330083Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 888d25ff-4387-4972-af88-e5f8f153774e · outbound
This paper cites an unresolved cited work.
LightGTS: A Lightweight General Time Series Forecasting Model Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:57.546405Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4196b6fd-bb3c-4dc5-b7d2-4b7fe8b58ee3 · outbound
This paper cites Drop Last.
LightGTS: A Lightweight General Time Series Forecasting Model Drop Last
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T06:08:59.465995Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0f747497-b083-4f93-b5f2-de67a1f36fa4 · outbound
This paper cites an unresolved cited work.
LightGTS: A Lightweight General Time Series Forecasting Model Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T06:08:59.059367Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f02b5d37-1d10-48d7-9756-3afdba3316ee · outbound
This paper cites Lower MSE or MAE values indicate better predictions.
LightGTS: A Lightweight General Time Series Forecasting Model Lower MSE or MAE values indicate better predictions
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T06:08:58.608480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ca5bedd7-38d3-45a4-ab2d-cce4b69cce62 · outbound
This paper cites Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts.
LightGTS: A Lightweight General Time Series Forecasting Model Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.801942Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a088207-c675-4706-a7d2-26ed79d19756 · outbound
This paper cites FITS: Modeling Time Series with $10k$ Parameters.
LightGTS: A Lightweight General Time Series Forecasting Model FITS: Modeling Time Series with $10k$ Parameters
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:57.039509Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 660fec47-1303-4d74-9142-6cd2a4978fa3 · outbound
This paper cites Implementation Details A.1.
LightGTS: A Lightweight General Time Series Forecasting Model Implementation Details A.1
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T06:09:01.537856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3a77747b-39d9-4895-b5f9-b3559ae892bd · outbound
This paper cites The complete list of pre-training datasets is shown in Table.
LightGTS: A Lightweight General Time Series Forecasting Model The complete list of pre-training datasets is shown in Table
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T06:09:01.168744Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8376a1f6-5ddf-4f91-a92d-51197caa10a6 · outbound
This paper cites an unresolved cited work.
LightGTS: A Lightweight General Time Series Forecasting Model Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T06:09:00.681017Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 85e7d1c4-2e2d-45ae-9c89-eb475733d87a · outbound
This paper cites an unresolved cited work.
LightGTS: A Lightweight General Time Series Forecasting Model Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T06:09:00.279922Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a60abfb7-332b-4257-9a1d-a2eb206d7c14 · outbound
This paper cites Electricity 2 contains the electricity consumption of 321 customers from July 2016 to July 2019, recorded hourly.
LightGTS: A Lightweight General Time Series Forecasting Model Electricity 2 contains the electricity consumption of 321 customers from July 2016 to July 2019, recorded hourly
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T06:08:59.881152Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b8434320-2ef4-415c-abe6-8b601be8fc90 · outbound
This paper cites an unresolved cited work.
LightGTS: A Lightweight General Time Series Forecasting Model Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T06:08:59.668724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0205fe97-b61b-4ef1-8c47-2492789bef03 · outbound
This paper cites Models Encoder LayersDecoder LayersModel Dim.FFN Dim.Parameters LightGTS-tiny 1 1 256 512 1.3M LightGTS-mini 3 3 256 512 4M B.
LightGTS: A Lightweight General Time Series Forecasting Model Models Encoder LayersDecoder LayersModel Dim.FFN Dim.Parameters LightGTS-tiny 1 1 256 512 1.3M LightGTS-mini 3 3 256 512 4M B
Reference 26
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T06:08:58.249416Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ce711bfa-6614-48fd-9de3-a45b17df2c82 · outbound
This paper cites The SOTA baselines refer to the best-performing baseline results for each dataset.𝐹𝑆 means the seasonality strength for each dataset.
LightGTS: A Lightweight General Time Series Forecasting Model The SOTA baselines refer to the best-performing baseline results for each dataset.𝐹𝑆 means the seasonality strength for each dataset
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T06:08:59.288581Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cd8c97a4-d8d1-47d4-9877-627f16bb87fe · outbound
This paper cites Lower MSE or MAE values indicate better predictions.
LightGTS: A Lightweight General Time Series Forecasting Model Lower MSE or MAE values indicate better predictions
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T06:08:58.776357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f6fc4136-6d21-4862-9d89-9c7dc4a522c2 · outbound
This paper cites Unified Training of Universal Time Series Forecasting Transformers.
LightGTS: A Lightweight General Time Series Forecasting Model Unified Training of Universal Time Series Forecasting Transformers
Reference 2012
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.865578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92cd1237-38ba-4e69-8539-9be3136f0258 · outbound
This paper cites Crafting papers on machine learning.
LightGTS: A Lightweight General Time Series Forecasting Model Crafting papers on machine learning
Reference 2014
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T06:09:01.884232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e1e2e2e-7fe1-4421-bc4f-41b27a3d0dbb · outbound
This paper cites A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.
LightGTS: A Lightweight General Time Series Forecasting Model A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
Reference 2016
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.719491Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28469c31-4a9e-49d4-8aff-007b0bbcfb78 · outbound
This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.
LightGTS: A Lightweight General Time Series Forecasting Model Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
Reference 2017
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.244424Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39a684c2-823a-4a75-8a7c-d7c0fa0b04f7 · outbound
This paper cites The UEA multivariate time series classification archive, 2018.
LightGTS: A Lightweight General Time Series Forecasting Model The UEA multivariate time series classification archive, 2018
Reference 2018
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:55.758720Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce0a5da6-6004-48fd-aa9a-b589f1888a91 · outbound
This paper cites UniTS: A Unified Multi-Task Time Series Model.
LightGTS: A Lightweight General Time Series Forecasting Model UniTS: A Unified Multi-Task Time Series Model
Reference 2019
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.037203Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6851120-d9f6-4243-89f8-8b3fde62f732 · outbound
This paper cites an unresolved cited work.
LightGTS: A Lightweight General Time Series Forecasting Model Unresolved cited work
Reference 2021
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T06:09:01.731205Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 68c5a3f2-f300-4e96-9028-34e492031a19 · outbound
This paper cites iTransformer: Inverted Transformers Are Effective for Time Series Forecasting.
LightGTS: A Lightweight General Time Series Forecasting Model iTransformer: Inverted Transformers Are Effective for Time Series Forecasting
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.509043Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d04fee3-13b7-493d-8cb0-7e4340373bee · outbound
This paper cites Timer: Generative Pre-trained Transformers Are Large Time Series Models.
LightGTS: A Lightweight General Time Series Forecasting Model Timer: Generative Pre-trained Transformers Are Large Time Series Models
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.632851Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d97fd3e-9d05-4ff8-b52f-df65283142c1 · outbound
This paper cites A decoder-only foundation model for time-series forecasting.
LightGTS: A Lightweight General Time Series Forecasting Model A decoder-only foundation model for time-series forecasting
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:55.911144Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d464a0aa-2f7a-4cf4-923c-85d32e95bb51 · outbound
This paper cites CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns.
LightGTS: A Lightweight General Time Series Forecasting Model CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:08:56.451133Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation d157a3c0-191e-4e34-9faa-c8385b967ade · inbound
Towards Measuring and Modeling Geometric Structures in Time Series Forecasting via Image Modality cites this paper.
Towards Measuring and Modeling Geometric Structures in Time Series Forecasting via Image Modality LightGTS: A Lightweight General Time Series Forecasting Model
Reference 28
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T10:58:02.791270Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.