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Paper Citation Record · LEDGER

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes

As of 18 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 2 inbound Pith citation observations for arXiv:2412.19727.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.19727 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:08:57.765544Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:09:22.645857Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-10T20:55:05.651167Z

Reference resolution

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved10
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e537e2bf-dc8d-475b-9201-5bf9955fccd3 · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:58.137030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.702611Z digest=sha256:61bcbf285d3dcab4d96c153eaad4b105b5583b0d0de11e99a54e984c76dc81ca

Observation 2be2b1ad-2803-47a6-a6c2-b2c8bc2e2ad7 · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:58.119500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.707637Z digest=sha256:2fa92f111ee016e9897d431407a4fd10964a89ee5573da18181417636a95ea32

Observation 3541f221-352a-4f1e-904b-d778b0907685 · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:58.103576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.712875Z digest=sha256:e5239d768d791ede89dbed44873708a13556438d9aae9ed0308c4df2fbe09e8f

Observation c2e28455-738f-4329-ae3b-b41f45ca59b7 · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:58.083366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.718489Z digest=sha256:a3143ed17250a75a47219d705842184c99ed0b789101e8ab478c00d5596f1a34

Observation 6e1940bc-2791-405e-8993-8bb5e8dcdd7f · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:58.063739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.724149Z digest=sha256:095e9b44717aad08f5a4c3b7cd5b39dc4fc798f1369723d31c2b817bd7c05391

Observation 5a9a1bfe-4dbe-48a8-bab6-d5ba40cb92cb · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:58.046910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.729965Z digest=sha256:554ab39368b96ac9c7658cc0e8b159b351473bdc341c98f60b7f79f447cb33ad

Observation f0042aac-4aa0-4d1d-bfee-75a4e0e67eee · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:58.028655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.734679Z digest=sha256:3a4a65d7f99d9cd4bdb2913bf7787b463161e3e4f341457cfebc642310fe64d1

Observation 1cf16562-acbc-4ee3-88e1-ec75703dac11 · outbound

This paper cites B.2 Assets We used the following assets for the implementation.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes B.2 Assets We used the following assets for the implementation

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:08:58.007165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.739660Z digest=sha256:a91cbfd79f9dda28e5ce8a32b13f9da1b17add2f87461cb9a950fa4fda4e5c23

Observation b51501f6-d60e-4130-aff4-58a29987accc · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:57.986642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.744277Z digest=sha256:50c8606dfb5909a0480216e105d10227e4aa846a45850238748f053d324aec31

Observation 41956a02-8604-4df7-ac57-d7d0ceb24591 · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:57.968994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.749318Z digest=sha256:f526a89e3c8a6a7a4348f4f6aa285d31f75dbe33935fb60ba0e61b79d4571d33

Observation fa1a6594-9c44-473c-9054-4d43d4c4a3a8 · outbound

This paper cites an unresolved cited work.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:08:57.944209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.754557Z digest=sha256:f659aa04ac4d4cff96fa6d1cb901f6415a8270bc022c2ae391e7e630c07709ff

Observation 2bf912f1-4ffa-4071-8be2-9e5230867213 · outbound

This paper cites For the dataset, the authors allow us to use for academic publication purpose if we cite their original papers.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes For the dataset, the authors allow us to use for academic publication purpose if we cite their original papers

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:08:57.924749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.759432Z digest=sha256:15633f9231b1bd0ee0afa201f6c5952b9486a9c9131a654233bba6363ea669da

Observation e0217b4c-5aad-4128-93d0-98fd48cd67a0 · outbound

This paper cites Autoregressive Kernels For Time Series.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes Autoregressive Kernels For Time Series

Reference 818

Resolution
malformed identifier
no resolver link, observed 2026-08-11T00:08:57.695370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:08:57.695370Z digest=sha256:b0c1e909cadfc884bd993a5fe9184a615215c063dc1ae7356ae408e607e87826

Observation 04a768a8-97bf-451a-b4a5-099e3f55fb17 · outbound

This paper cites • ETS (Hyndman, 2018) is another forecasting technique that leverages exponential smoothing to account for trend, seasonality, and error components within the time series data.

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes • ETS (Hyndman, 2018) is another forecasting technique that leverages exponential smoothing to account for trend, seasonality, and error components within the time series data

Reference 2008

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:08:57.872979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T00:08:57.765544Z digest=sha256:f352d204b0b078b1915a512aace619f14fd88b49c78c797cecd914fc18bddb45

Pith citing papers

Observation cba08e41-e77a-412d-a39a-143c752ca324 · inbound

A User's Guide to $\texttt{KSig}$: GPU-Accelerated Computation of the Signature Kernel cites this paper.

A User's Guide to $\texttt{KSig}$: GPU-Accelerated Computation of the Signature Kernel Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes

Reference 36

Resolution
metadata mismatch
local_arxiv, observed 2026-08-10T20:55:05.658889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:55:05.589488Z digest=sha256:71be5c05627d9bf74825a32b1a81dff71d0ca4d8293f3866252d17e65cb6aaf7

Observation 95766caf-4e7f-4746-a9e1-29109f88d099 · inbound

Scalable Machine Learning Algorithms using Path Signatures cites this paper.

Scalable Machine Learning Algorithms using Path Signatures Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes

Reference 262

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:22.645857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:22.645857Z digest=sha256:1c8a381f26ebe11da3d90168edc47ef5a527768b613d671c22539a1c513bfd9a