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Paper Citation Record · LEDGER

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

As of 23 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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.702611Z digest=sha256:1a2dd6a7aeca98665cb568daeb895fd24f8746fa5eb9208e38cdf20bfea595a7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.707637Z digest=sha256:15f44f5439412fcab7b6fd4614701828e7e4a5793ac6693a52bd8464946fbcee

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.712875Z digest=sha256:430b5d465ba711d31c8398f0b68861ecca174ccd73c554ca62dfd14419c2b1b2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.718489Z digest=sha256:fb7755b991662ecc15c7003e63a092fef07294ef82099ca2e061bb68e3062438

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.724149Z digest=sha256:db737de85ec8e3a6aa500e89ca4e6fae114cb2b23c81aec6479415ff8e39f356

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.729965Z digest=sha256:431ee5e3f337584b93b10332af3d4cc939679b3999a3094c65448a5a4f28f036

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.734679Z digest=sha256:f422cf1dd74d33ff85d2b3960c3814347d9893500cdbe1920fa39a79624b20d1

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.739660Z digest=sha256:8c824b893d93e0f40c563cd673951b86b7e61ad684379eea7f22f3c3a5f9f143

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.744277Z digest=sha256:f2c912a85e6e64ea80afe9b621f937baad2b74fb50b42d32c725543ed6ef429a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.749318Z digest=sha256:1c5f1888416bc282f4f35e6a7d2b707aeccb002c5adb2f73842b3793b0693d7b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.754557Z digest=sha256:a81a4572d70b13eca702d56b1f0c3014fff5527341e89b52684df4bb7679d8db

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.759432Z digest=sha256:1ca2a3a526f6fb51d8ce168cbef840de8bd6e505635f535af1c263d2f0305bc9

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=sha256:07f8a1b8e4d65f905ccd8c4548df5f9e9af3eb2d9a7f44fb96068fd3ff64deaa

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T00:08:57.765544Z digest=sha256:e81aa77351ca74219c8044ca7c74a4bd3bc04fd5a33bc4971e5490dbee171c09

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T20:55:05.589488Z digest=sha256:c54f819c3df71409ef464218fa873db231c6194c5edfcba0d18b1d4ffa79d578

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