Paper Citation Record · LEDGER

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models

As of 11 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2501.11979.

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

pith.paper-citation-record.v1
2501.11979 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:42:11.307598Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T14:52:44.632671Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T14:54:13.159629Z

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy26
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 23799619-fdb0-49cc-833c-3fec4dcef3ec · outbound

This paper cites Large language models: a comprehensive survey of its applications, challenges, limitations, and future prospects,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Large language models: a comprehensive survey of its applications, challenges, limitations, and future prospects,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:12.098295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bd5cce6f-7c3a-40ea-bd3c-d4fd22bdac2a · outbound

This paper cites Assessing the proficiency of large language models in automatic feedback generation: An evaluation study,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Assessing the proficiency of large language models in automatic feedback generation: An evaluation study,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:12.069059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d340f6aa-4985-4df4-a896-97c27409288f · outbound

This paper cites Training language models to follow instructions with human feedback,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Training language models to follow instructions with human feedback,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.107377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff29a5ba-4228-48cd-a0de-a6a77cde9ab9 · outbound

This paper cites Ozbay, Introduction to feedback control theory.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Ozbay, Introduction to feedback control theory

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:12.027102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0170f4a7-9480-4a24-88ee-ec106adb8d5a · outbound

This paper cites an unresolved cited work.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T17:42:12.007034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation caeb8e5e-e543-4074-8081-e6e45573e391 · outbound

This paper cites An Empirical Study of the Non-determinism of ChatGPT in Code Generation.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models An Empirical Study of the Non-determinism of ChatGPT in Code Generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.126560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54dd4976-6365-42a6-bc88-678c744c83e4 · outbound

This paper cites Optimal feedback control for linear systems with input delays revisited,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Optimal feedback control for linear systems with input delays revisited,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.986909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 12b71812-28ac-48a9-9ed4-05ab7bb75785 · outbound

This paper cites an unresolved cited work.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T17:42:11.965204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f591df8e-fccb-44dd-b932-11e76fe02c1e · outbound

This paper cites Prompting is program- ming: A query language for large language models,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Prompting is program- ming: A query language for large language models,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.943156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 53afd325-984f-402f-9dd3-93e918c4c187 · outbound

This paper cites A review of pid control, tuning methods and applications,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models A review of pid control, tuning methods and applications,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.918397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 12fd00b5-de5b-4209-8400-6cff07529485 · outbound

This paper cites Diffloop: Tuning pid controllers by differentiating through the feedback loop,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Diffloop: Tuning pid controllers by differentiating through the feedback loop,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.897559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 086d6f69-96dd-43cc-9211-da16a8fada25 · outbound

This paper cites Ziegler-nichols tuning method: Understanding the pid controller,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Ziegler-nichols tuning method: Understanding the pid controller,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.875796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 36d3c88a-b77c-4bfd-a03f-2ad4af45a907 · outbound

This paper cites Chatgpt and open-ai models: A preliminary review,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Chatgpt and open-ai models: A preliminary review,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.855575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e7d8382f-74f1-417e-b07a-33629d20ba1a · outbound

This paper cites Stochastic llms do not understand language: towards symbolic, explainable and ontologically based llms,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Stochastic llms do not understand language: towards symbolic, explainable and ontologically based llms,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.835116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 811daff6-6148-4c01-b353-4e9cc1294608 · outbound

This paper cites A Comprehensive Overview of Large Language Models.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models A Comprehensive Overview of Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.183758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 617be6de-44ab-4cbd-8c4c-1067ba7dbb07 · outbound

This paper cites A review on large language models: Architectures, applications, taxonomies, open issues and challenges,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models A review on large language models: Architectures, applications, taxonomies, open issues and challenges,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.189664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 798e7588-a4e9-4943-a414-2a0d33633911 · outbound

This paper cites Towards trustworthy llms: a review on debiasing and dehallucinating in large language models,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Towards trustworthy llms: a review on debiasing and dehallucinating in large language models,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.803419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7aa9bd19-b1cd-455f-94c0-a0df4175c136 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.200029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a2a7991-6dcf-4175-b548-2720dd1f9422 · outbound

This paper cites Attention is all you need,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Attention is all you need,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.204772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d1ed5b6-2333-43a9-9427-28000ce0c7f2 · outbound

This paper cites A review of current trends, techniques, and challenges in large language models (llms),.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models A review of current trends, techniques, and challenges in large language models (llms),

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.209684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eb377d1-216f-4f81-8a98-42d60837f04f · outbound

This paper cites Low-rank approximation for sparse attention in multi-modal llms,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Low-rank approximation for sparse attention in multi-modal llms,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.740280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2f2db5ac-89af-472d-acba-0909b0373d16 · outbound

This paper cites Jump to Conclusions: Short-Cutting Transformers With Linear Transformations.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Jump to Conclusions: Short-Cutting Transformers With Linear Transformations

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.218919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0959ed29-c68e-44cf-b70a-01c3ef803f0e · outbound

This paper cites Chat gpt–a technological remedy or challenge for education system,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Chat gpt–a technological remedy or challenge for education system,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.718668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ff14dc50-871a-44ae-932c-d4082a9bde1e · outbound

This paper cites Chat gpt & google bard ai: A review,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Chat gpt & google bard ai: A review,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.699343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 19be5149-168a-4444-b362-db6200cd6f14 · outbound

This paper cites An introduction to microsoft copilot,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models An introduction to microsoft copilot,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.232418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b650144c-36c1-4d84-beac-2d68e88d74d9 · outbound

This paper cites Human-Centered LLM-Agent User Interface: A Position Paper.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Human-Centered LLM-Agent User Interface: A Position Paper

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T17:42:11.237332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ae35da5-5303-4b53-9133-384279b75702 · outbound

This paper cites Gpt understands, too,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Gpt understands, too,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.661139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a0bd9b95-4640-4256-84b7-d3311ac50d84 · outbound

This paper cites (why) is my prompt getting worse? rethinking regression testing for evolving llm apis,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models (why) is my prompt getting worse? rethinking regression testing for evolving llm apis,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.641546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a386d70-f881-44a1-9d44-7300f3f047c9 · outbound

This paper cites A comparative analysis of pid, lead, lag, lead-lag, and cascaded lead controllers for a drug infusion system,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models A comparative analysis of pid, lead, lag, lead-lag, and cascaded lead controllers for a drug infusion system,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.617058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 61e3962a-fe8f-47fb-a8a9-e1f3538ec1b1 · outbound

This paper cites Linear quadratic regulator controllers for regulation of the dc- bus voltage in a hybrid energy system: Modeling, design and experimental validation,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Linear quadratic regulator controllers for regulation of the dc- bus voltage in a hybrid energy system: Modeling, design and experimental validation,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.593780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b87c1075-2f12-4e14-8457-b07c7e0cb35d · outbound

This paper cites Mathematical modelling, analysis and design of fuzzy logic controller for the control of ventilation systems using matlab fuzzy logic toolbox,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Mathematical modelling, analysis and design of fuzzy logic controller for the control of ventilation systems using matlab fuzzy logic toolbox,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.574203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fe782d96-8cd4-45ed-b5ff-f79ac6d27952 · outbound

This paper cites A scalable and efficient convolutional neural network accelerator using hls for a system-on-chip design,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models A scalable and efficient convolutional neural network accelerator using hls for a system-on-chip design,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.547590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 707df2f7-0307-4642-98a8-f4762060e1ee · outbound

This paper cites A framework for modeling, optimizing, and implementing dnns on fpga using hls,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models A framework for modeling, optimizing, and implementing dnns on fpga using hls,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.523800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c335f450-6e48-4cda-a76b-d0fc3942162c · outbound

This paper cites Efficient utilization of dsps and brams revisited: New aes-gcm recipes on fpgas,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Efficient utilization of dsps and brams revisited: New aes-gcm recipes on fpgas,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.505899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 408abb8b-85d1-48d0-b722-c23b33166a54 · outbound

This paper cites Securing decision tree inference using order-preserving cryptography,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Securing decision tree inference using order-preserving cryptography,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.487633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e69e6d10-2d2e-434f-8bd8-0e9e159660ce · outbound

This paper cites Code-based cryptography for confidential inference on fpgas: An end-to-end methodology,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Code-based cryptography for confidential inference on fpgas: An end-to-end methodology,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.470761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 83ed1e85-dec5-4bca-9b3e-f4548992efb3 · outbound

This paper cites Xilinx vivado high level synthesis: Case studies,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Xilinx vivado high level synthesis: Case studies,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.454005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ae65c529-2374-449c-86c8-79c21d815ca8 · outbound

This paper cites Chapter 6: Introduction to intel quartus prime,.

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models Chapter 6: Introduction to intel quartus prime,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:42:11.435666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 3576ccd3-463d-441d-a9f4-15ace6f3124d · inbound

When control meets large language models: From words to dynamics cites this paper.

When control meets large language models: From words to dynamics Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:54:13.161383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.