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Paper Citation Record · LEDGER

On the Effect of Quadratic Regularization in Direct Data-Driven LQR

As of 18 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2604.18453.

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

pith.paper-citation-record.v1
2604.18453 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T03:44:57.239511Z

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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

16 of 16 outbound references displayed

  • verified exact1
  • verified fuzzy14
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe6d09df-c35c-4cb3-b0b1-161195163660 · outbound

This paper cites Data-driven predictive control in a stochastic setting: a unified framework.Automatica, 152, 110961.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR Data-driven predictive control in a stochastic setting: a unified framework.Automatica, 152, 110961

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.730449Z

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.

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Observation fe41c15f-c85e-421a-b351-fb5469bcae88 · outbound

This paper cites and Francis, B.Optimal Sampled-Data Control Systems.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR and Francis, B.Optimal Sampled-Data Control Systems

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.737439Z

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.

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Observation a5bac4ae-1833-4e02-83e0-1cc1ca60b851 · outbound

This paper cites Data-enabled predictive control: In the shallows of the DeePC.18th European Control Conference, 307– 312.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR Data-enabled predictive control: In the shallows of the DeePC.18th European Control Conference, 307– 312

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.740128Z

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=2026-05-10T03:44:57.239511Z digest=sha256:c09563dcbb488968e7ec7be2149ee215dd84473b6537517d781f84e531f5e96b

Observation a52cf9b0-08ae-4399-b9b7-6331af71b59d · outbound

This paper cites CVX: Matlab software for disciplined convex program- ming, version 2.0, 2012.https://cvxr.com/cvx.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR CVX: Matlab software for disciplined convex program- ming, version 2.0, 2012.https://cvxr.com/cvx

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.727255Z

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=2026-05-10T03:44:57.239511Z digest=sha256:f6f20aa4984d7de60ca91038f561ebb23200565aaebe6b98065f37d648f0540a

Observation b1cd463d-83a6-4057-a5a5-b65ae81c8cc7 · outbound

This paper cites and Tesi, P.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR and Tesi, P

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.719903Z

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=2026-05-10T03:44:57.239511Z digest=sha256:ea9183c1ca841bb0af2858c1dad1398a31b06a34be5dbdfe2a05d4b7e9bd2384

Observation 4392563e-c892-405d-b821-e74c398edb9b · outbound

This paper cites and Tesi, P.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR and Tesi, P

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.723370Z

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=2026-05-10T03:44:57.239511Z digest=sha256:e735bdcbdefb62818e781bbac7634cce44bf8fa3bd4ab1d4cf22931ae8a1eea7

Observation d388770e-02cf-459f-aa63-c53bcb4dcb17 · outbound

This paper cites On the role of regularization in direct data-driven LQR control.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR On the role of regularization in direct data-driven LQR control

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.720904Z

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=2026-05-10T03:44:57.239511Z digest=sha256:ef0048412f24d169224dd2d2b7b3b0e9f0f4b18b39a9ac1c186dfea1fbe16f3f

Observation 2bd7cb23-77ab-4d85-bdaa-ecdc8c743772 · outbound

This paper cites On the certainty-equivalence ap- proach to direct data-driven LQR design.IEEE Transactions on Automatic Control, 68(12), 7989–7996.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR On the certainty-equivalence ap- proach to direct data-driven LQR design.IEEE Transactions on Automatic Control, 68(12), 7989–7996

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.723792Z

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=2026-05-10T03:44:57.239511Z digest=sha256:f04f0b4ad42487a3519e345b5f256701e93d6aef92a38ff0ac5f0da8b0545a25

Observation 86a6b9c6-a1f7-47d8-bc59-3df8e13e1d2d · outbound

This paper cites and Schulze Darup, M.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR and Schulze Darup, M

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.702641Z

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=2026-05-10T03:44:57.239511Z digest=sha256:ef7e0cb90574efd1e5b272bdab3a0cf62f2654fb39667819e667a0601e502f95

Observation cb68e884-8065-4da8-a772-9fc586dccd43 · outbound

This paper cites Learning robust data- based lqg controllers from noisy data.IEEE Transactions on Automatic Control, 69(12), 8526–8538.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR Learning robust data- based lqg controllers from noisy data.IEEE Transactions on Automatic Control, 69(12), 8526–8538

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.708943Z

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=2026-05-10T03:44:57.239511Z digest=sha256:3f77b23ec229cf8c5185b55a1d53119a5dd1a9e6c2c427ce6a2f67fa7df13acc

Observation eaebb7ab-4779-457a-8669-fc8903a1e253 · outbound

This paper cites an unresolved cited work.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR Unresolved cited work

Reference 11

Resolution
unresolved
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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=2026-05-10T03:44:57.239511Z digest=sha256:27fa9ae29afb32f8f58d597131446df248ea246d96aaa168064cfd3e08e2fe14

Observation d00dbda1-ead6-4142-915d-4b3f4351709e · outbound

This paper cites Bias correction and instrumental variables for direct data-driven model- reference control.European Journal of Control, 101327.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR Bias correction and instrumental variables for direct data-driven model- reference control.European Journal of Control, 101327

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.699462Z

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=2026-05-10T03:44:57.239511Z digest=sha256:e0fd78d922906c134f7f3c6229453a6b97395ccb28527e9ec885bf1e4b911054

Observation 4b2e2561-255f-4890-a4bf-a378db365021 · outbound

This paper cites Solving semidefinite-quadratic- linear programs using SDPT3.Mathematical Programming, 95, 189-217.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR Solving semidefinite-quadratic- linear programs using SDPT3.Mathematical Programming, 95, 189-217

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.716879Z

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=2026-05-10T03:44:57.239511Z digest=sha256:25ae7a20d33035046c5b1a6356f72c06867872030ad19ddbef45d4229d46131b

Observation 88a496f3-0850-4324-b5f6-8764e2354806 · outbound

This paper cites Noise Sensitivity of the Semidefinite Programs for Direct Data-Driven LQR.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR Noise Sensitivity of the Semidefinite Programs for Direct Data-Driven LQR

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:21:07.200628Z

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=2026-05-10T03:44:57.239511Z digest=sha256:f37b53986694f269815c12e82900c369f55f0a333dea0bcd9405354f7f449ab8

Observation 43c16e88-0fbe-437e-a3e1-a04fa76634ea · outbound

This paper cites Regularization for covariance pa- rameterization of direct data-driven LQR control.IEEE Control Systems Letters, 9, 961–966.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR Regularization for covariance pa- rameterization of direct data-driven LQR control.IEEE Control Systems Letters, 9, 961–966

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.726757Z

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=2026-05-10T03:44:57.239511Z digest=sha256:779788d7ac3a0f5ebf8c80da38d9432f95eb63c3c44a05c56c673d52729f6888

Observation 9f0def16-ca0b-4f5e-bd27-f80d73b3d466 · outbound

This paper cites Data-enabled policy opti- mization for direct adaptive learning of the LQR.IEEE Transactions on Automatic Control, 70(11), 7217–7232.

On the Effect of Quadratic Regularization in Direct Data-Driven LQR Data-enabled policy opti- mization for direct adaptive learning of the LQR.IEEE Transactions on Automatic Control, 70(11), 7217–7232

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T14:54:55.734708Z

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=2026-05-10T03:44:57.239511Z digest=sha256:26b00e7424a52aa31fab0957b6bce830ba417865237f03fc21f0eb102ae6354a

Pith citing papers

No inbound Pith citation observations are available.