Paper Citation Record · LEDGER

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes

As of 23 July 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2412.08893.

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

pith.paper-citation-record.v1
2412.08893 v3

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-23T07:19:39.231145Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-23T06:31:01.910684+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

32 of 32 outbound references displayed

verified exact7
verified fuzzy25
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b536669a-29d5-42c7-ab59-3b600809fab9 · outbound

This paper cites independent components.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes independent components

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.151501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 09b4ef93-8c50-4377-8286-506d1994ce59 · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.166794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 1ea4fbfc-7581-4b2d-9ac7-70100aab6d65 · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.145671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 04543b46-6fe7-4a35-82e4-48b52c92baa1 · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.162944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 21b21ebc-57c7-4b18-97d4-fe4ab5fc10a1 · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.159264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation a044b5b2-a7e7-42fe-837d-b570a5e09d74 · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.155512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 8ac88ac4-9a7a-45b0-a422-2772d41d971a · outbound

This paper cites Fair, Daniel R.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Fair, Daniel R

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.137477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 940c1597-c324-436f-8cb5-d3f285468473 · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.141084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 68878635-2c87-4041-8633-37977bbce347 · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.105550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 067299b5-8562-415b-a40c-e3dd7ad9c298 · outbound

This paper cites Statistics for optimal point prediction in natural images.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Statistics for optimal point prediction in natural images

Reference 10

Resolution: verified exact; doi, observed 2026-05-23T07:22:42.508577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation d419df06-8fa1-4140-85e3-178a4ce1408f · outbound

This paper cites Lower bounds on the redundancy of natural images.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Lower bounds on the redundancy of natural images

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.112459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation f4333986-40de-41fc-9278-a04a8417e6b2 · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.170556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation a19678bd-bfb7-475e-8dab-1abde8a4bd34 · outbound

This paper cites Hyv\"arinen, J.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Hyv\"arinen, J

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.108701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation e084e2d5-b8c7-4754-a3c0-e730f248773f · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.117660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation ef714c02-3edd-4a69-b646-363a313fc4fe · outbound

This paper cites Deep auto-encoder neural networks in reinforcement learning.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Deep auto-encoder neural networks in reinforcement learning

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.133226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 46787897-8a69-4202-ab2a-739b1247d9ad · outbound

This paper cites Learning sparse representations in reinforcement learning with sparse coding.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Learning sparse representations in reinforcement learning with sparse coding

Reference 16

Resolution: verified exact; doi, observed 2026-05-23T07:22:42.491197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation c94acb36-aa91-4621-8b38-0c042242521d · outbound

This paper cites Convergence analysis for deep sparse coding via convolutional neural networks.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Convergence analysis for deep sparse coding via convolutional neural networks

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-23T07:22:43.351652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 857466f3-50d2-4c96-b73e-1ee149f6e565 · outbound

This paper cites The Utility of Sparse Representations for Control in Reinforcement Learning.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes The Utility of Sparse Representations for Control in Reinforcement Learning

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-23T07:22:43.357401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation ba5c3a9c-b5b4-4c4a-910c-1511c9a09d86 · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.210193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 6521d11d-73f8-4b92-abe1-803b4bfd55ce · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.174038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 7dd92e42-e02f-4178-8ca1-8e987d2217f6 · outbound

This paper cites Emergence of simple-cell receptive field properties by learning a sparse code for natural images.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Emergence of simple-cell receptive field properties by learning a sparse code for natural images

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.195554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 9f620cd1-69b5-49e2-abda-9290e8890610 · outbound

This paper cites Olshausen.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Olshausen

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.199171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 0fcd5532-db1d-465c-9f03-23720201511f · outbound

This paper cites Olshausen and David J.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Olshausen and David J

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.181093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation e25b77f3-c576-4cda-8cfe-03f66e154b39 · outbound

This paper cites Convolutional neural networks analyzed via convolutional sparse coding.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Convolutional neural networks analyzed via convolutional sparse coding

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.184646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 0750951e-8e42-4d05-8363-690e0b3b76dc · outbound

This paper cites Learning sparse representations in reinforcement learning.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Learning sparse representations in reinforcement learning

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-23T07:22:43.362247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation edfba8bc-18cf-47c8-aaa3-28a585e910d2 · outbound

This paper cites A network that uses few active neurones to code visual input predicts the diverse shapes of cortical receptive fields.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes A network that uses few active neurones to code visual input predicts the diverse shapes of cortical receptive fields

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.202892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation a86e1d09-4018-4eea-bcfe-0d8c4f2842bf · outbound

This paper cites Ruderman.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Ruderman

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.206468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 8a703e7a-c3c1-4753-9c4a-55213c3d6eef · outbound

This paper cites Ruderman and William Bialek.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Ruderman and William Bialek

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.187841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 3c13f171-f484-4cd0-8a71-50f032c1683d · outbound

This paper cites an unresolved cited work.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Unresolved cited work

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.177374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 5d667837-3e10-4f38-a6e6-0c7cdf87ab82 · outbound

This paper cites Introduction to the Theory of Computation.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Introduction to the Theory of Computation

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T08:37:46.191381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation d62398d8-2e7e-4925-848e-9259d6ed0480 · outbound

This paper cites Natural Environment Benchmarks for Reinforcement Learning.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Natural Environment Benchmarks for Reinforcement Learning

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-05-23T07:22:42.497168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation b9c1d488-5725-480b-9848-7bbad204caab · outbound

This paper cites Learning Invariant Representations for Reinforcement Learning without Reconstruction.

Optimal Control with Natural Images: Efficient Reinforcement Learning using Overcomplete Sparse Codes Learning Invariant Representations for Reinforcement Learning without Reconstruction

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-23T07:22:42.504333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Pith citing papers

No inbound Pith citation observations are available.