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.

pith.paper-citation-record.v1
2506.06005 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T06:08:58.023490Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:58:02.534124Z

measured 0 of 1 external citation measurements

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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.