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Paper Citation Record · LEDGER

optimize_anything: A Universal API for Optimizing any Text Parameter

As of 7 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2605.19633.

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

pith.paper-citation-record.v1
2605.19633 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-20T05:43:07.394497Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

47 of 47 outbound references displayed

  • verified exact15
  • verified fuzzy14
  • unresolved13
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 733306b3-eac6-4d98-aa0d-fd6ce83c93ab · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 1

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation a652df3d-5296-4083-b8de-543d9a526923 · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation bc4415da-b7a2-4032-bd92-60b7f3d5cfa4 · outbound

This paper cites Seshia, Koushik Sen, Dan Klein, Ion Stoica, Joseph E.

optimize_anything: A Universal API for Optimizing any Text Parameter Seshia, Koushik Sen, Dan Klein, Ion Stoica, Joseph E

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 60ef95ba-9b64-4071-8bbb-5458ef521db0 · outbound

This paper cites Dimakis, Ion Stoica, Dan Klein, Matei Zaharia, and Omar Khattab.

optimize_anything: A Universal API for Optimizing any Text Parameter Dimakis, Ion Stoica, Dan Klein, Matei Zaharia, and Omar Khattab

Reference 4

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 542b9586-c53a-4460-bbea-6d77d104636d · outbound

This paper cites Optuna: A Next-generation Hyperparameter Optimization Framework.

optimize_anything: A Universal API for Optimizing any Text Parameter Optuna: A Next-generation Hyperparameter Optimization Framework

Reference 5

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verified exact
local_arxiv, observed 2026-05-20T05:43:23.291349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 33a5ffa9-bcca-4519-af68-4517f04768d6 · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:43:23.669968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 898f1105-e0c3-459e-b2ea-7c2d895ec467 · outbound

This paper cites Barbarians at the gate: How AI is upending systems research.

optimize_anything: A Universal API for Optimizing any Text Parameter Barbarians at the gate: How AI is upending systems research

Reference 7

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verified exact
arxiv_id, observed 2026-05-20T05:43:23.297978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation ff2c1a2e-f5fc-48b1-ad0d-57f33ef32b1c · outbound

This paper cites On the Measure of Intelligence.

optimize_anything: A Universal API for Optimizing any Text Parameter On the Measure of Intelligence

Reference 8

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verified exact
local_arxiv, observed 2026-05-20T05:43:23.304446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation cb0e805b-b09d-431f-a5e2-1fbfe2d24bd7 · outbound

This paper cites Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution.

optimize_anything: A Universal API for Optimizing any Text Parameter Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-05-20T05:43:23.304109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f281d002-709e-40ad-b861-6f0b3dc916dc · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1f408e04-cdfe-40cf-935a-f50d0576e503 · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation bc00a051-e8c0-42f3-b9df-99403d953e4c · outbound

This paper cites Automated Design of Agentic Systems.

optimize_anything: A Universal API for Optimizing any Text Parameter Automated Design of Agentic Systems

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-05-20T05:43:23.272331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 5bac52cd-df1b-477e-96cf-52200c22c1f8 · outbound

This paper cites DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.

optimize_anything: A Universal API for Optimizing any Text Parameter DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Reference 13

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T05:43:23.285450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c79f8b91-2d71-4d9a-a15b-a78a1520504a · outbound

This paper cites ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution.

optimize_anything: A Universal API for Optimizing any Text Parameter ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

Reference 14

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verified exact
local_arxiv, observed 2026-05-20T05:43:23.297854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 04df6dfe-840c-4089-9978-7164ba88f6db · outbound

This paper cites Evolution through Large Models.

optimize_anything: A Universal API for Optimizing any Text Parameter Evolution through Large Models

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:43:23.272837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c136f10c-a3b8-4044-806b-1a68815d281d · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:43:23.600067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 14690e31-2611-4d24-899f-0cb221c58b9c · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation aedd4a46-2116-4919-ad3c-4c046c991f5c · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 18

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raw_fallback, observed 2026-05-20T05:43:23.681587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e8f615ff-95a5-45b6-a3ac-80acc7938d9e · outbound

This paper cites Illuminating search spaces by mapping elites.

optimize_anything: A Universal API for Optimizing any Text Parameter Illuminating search spaces by mapping elites

Reference 19

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 07cbca14-1fa8-4713-a419-c5b4e999d1d2 · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

optimize_anything: A Universal API for Optimizing any Text Parameter AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-05-20T05:43:23.251652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation bb6c8b2a-13fa-4a2c-a465-adde1a1c4bdc · outbound

This paper cites Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs.

optimize_anything: A Universal API for Optimizing any Text Parameter Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs

Reference 21

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verified exact
arxiv_id, observed 2026-05-20T05:43:23.258234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 3e8ce2af-7270-49e9-9ca7-eb814041dbe3 · outbound

This paper cites KernelBench: Can LLMs Write Efficient GPU Kernels?.

optimize_anything: A Universal API for Optimizing any Text Parameter KernelBench: Can LLMs Write Efficient GPU Kernels?

Reference 22

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local_arxiv, observed 2026-05-20T05:43:23.243940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 80708a47-2a13-4b81-8693-17c35978f4de · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 23

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raw_fallback, observed 2026-05-20T05:43:23.609356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 3f8d4c44-769b-4fa1-8617-81579b536686 · outbound

This paper cites Gradient Descent.

optimize_anything: A Universal API for Optimizing any Text Parameter Gradient Descent

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 7e196b67-0732-47f7-8c78-a016fb5cfd21 · outbound

This paper cites Pawan Kumar, Emilien Dupont, Francisco J.

optimize_anything: A Universal API for Optimizing any Text Parameter Pawan Kumar, Emilien Dupont, Francisco J

Reference 25

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raw_fallback, observed 2026-05-20T05:43:23.639041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 8382e891-364e-4a17-897e-9184415c7a7d · outbound

This paper cites doi: 10.1038/s41586-023-06924-6.

optimize_anything: A Universal API for Optimizing any Text Parameter doi: 10.1038/s41586-023-06924-6

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation bff58e6a-0403-42b7-998f-d19641731723 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

optimize_anything: A Universal API for Optimizing any Text Parameter DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

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verified exact
local_arxiv, observed 2026-05-20T05:43:23.250329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b03fbc00-7f0e-4bbd-9a85-87eca542c31a · outbound

This paper cites 2025.OpenEvolve: an open-source evolutionary coding agent.

optimize_anything: A Universal API for Optimizing any Text Parameter 2025.OpenEvolve: an open-source evolutionary coding agent

Reference 28

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verified fuzzy
raw_fallback, observed 2026-05-20T05:43:23.662261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation a0b96d81-f4dd-4646-a3f4-7ef1c9fdb76c · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

optimize_anything: A Universal API for Optimizing any Text Parameter Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 29

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verified exact
local_arxiv, observed 2026-05-20T05:43:23.229785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b6081d34-5400-4ff1-b4bb-4460e79d88e6 · outbound

This paper cites Dimakis, and Matei Zaharia.

optimize_anything: A Universal API for Optimizing any Text Parameter Dimakis, and Matei Zaharia

Reference 30

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raw_fallback, observed 2026-05-20T05:43:23.634640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 7db2a630-6214-47f0-b240-5020dd042ae8 · outbound

This paper cites Large Language Models as Optimizers.

optimize_anything: A Universal API for Optimizing any Text Parameter Large Language Models as Optimizers

Reference 31

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metadata mismatch
local_arxiv, observed 2026-05-20T05:43:23.286326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 37987e4d-ee57-4e72-8d22-7d43d1586b16 · outbound

This paper cites TextGrad: Automatic "Differentiation" via Text.

optimize_anything: A Universal API for Optimizing any Text Parameter TextGrad: Automatic "Differentiation" via Text

Reference 32

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local_arxiv, observed 2026-05-20T05:43:23.265302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1e606648-0181-4a9e-a6ce-f8ceade05ba8 · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

optimize_anything: A Universal API for Optimizing any Text Parameter AFlow: Automating Agentic Workflow Generation

Reference 33

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local_arxiv, observed 2026-05-20T05:43:23.199997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e00beaf6-5dca-4a99-9cb0-73eb79227406 · outbound

This paper cites Large Language Models Are Human-Level Prompt Engineers.

optimize_anything: A Universal API for Optimizing any Text Parameter Large Language Models Are Human-Level Prompt Engineers

Reference 34

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arxiv_id, observed 2026-05-24T09:43:26.534305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 5e6efc5b-57d4-4f98-9dba-5bf48def9e34 · outbound

This paper cites optimize_anything tailors the solver to each problem— discovering L-BFGS-B for boundary optima and multi-start search for deceptive traps.

optimize_anything: A Universal API for Optimizing any Text Parameter optimize_anything tailors the solver to each problem— discovering L-BFGS-B for boundary optima and multi-start search for deceptive traps

Reference 35

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raw_fallback, observed 2026-05-20T05:43:23.716220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:7ead90810bc4fe75f0f54aeacc41ae2ed6a802f6203d185db8f0f677a147823b

Observation e9c0b9ac-fbfe-4427-bd4b-81461c006bee · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:43:23.697575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:ddb6026357a647b5900a6be71ad1dac5c0ab5c47691857dcf24f0c5d14d11116

Observation ebdce55b-8233-435c-826b-f93251ed9482 · outbound

This paper cites - Define variables explicitly.

optimize_anything: A Universal API for Optimizing any Text Parameter - Define variables explicitly

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:43:23.659059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:43b6fe5d74fb2f71ba3ab7880d8f332a6f545dece3f8075dd8d065a54ef3a8e1

Observation e0d083b9-88b9-4bf1-8b8a-c91ad3ea409f · outbound

This paper cites - Justify each important algebraic or geometric step.

optimize_anything: A Universal API for Optimizing any Text Parameter - Justify each important algebraic or geometric step

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:43:23.689323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:548ff8718a7e5d0ae6a7517912343bf2cb0581ff2f0df54ac36f38aa4532a53a

Observation 918b71a0-aba8-4512-8bd0-eec45f0d936c · outbound

This paper cites - If you realize a line of reasoning leads to a contradiction or dead end, explicitly say so.

optimize_anything: A Universal API for Optimizing any Text Parameter - If you realize a line of reasoning leads to a contradiction or dead end, explicitly say so

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:43:23.655552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:1b9bb588bf4126954e01629e949c5d431d1e1409d1a98afbb9e1994089e60c53

Observation 955c7afe-be2c-48d6-a8dc-66e422ac90d6 · outbound

This paper cites - Avoid unnecessary numerical approximations if an exact approach is available.

optimize_anything: A Universal API for Optimizing any Text Parameter - Avoid unnecessary numerical approximations if an exact approach is available

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:43:23.665719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:a809ef0a5004361bb1294432408a8a91be3ebb00dfe0ffc70f06286dc871fe73

Observation 8389b6ca-e30f-4006-90da-5218a820b3c8 · outbound

This paper cites - Do not include any extra words, symbols, or explanation on that final line.

optimize_anything: A Universal API for Optimizing any Text Parameter - Do not include any extra words, symbols, or explanation on that final line

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:43:23.694017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:e9d42a62e05151a10351fd5ee4758ac9dcfe9757390c1d08524c847c4d4220c7

Observation addf78b3-9bb9-4ae8-ae03-8d1a6e13f73b · outbound

This paper cites expected vs got.

optimize_anything: A Universal API for Optimizing any Text Parameter expected vs got

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:43:23.701021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:f462e182ce946cdcda2feea237436d866863d968a7d78339e38cbfbbad1f5357

Observation b04056a2-6743-4f91-8784-72353329a5f5 · outbound

This paper cites - Add focused unit tests when coverage is missing; keep them in the same package and table-driven where sensible (include short words + accented/Unicode edge cases).

optimize_anything: A Universal API for Optimizing any Text Parameter - Add focused unit tests when coverage is missing; keep them in the same package and table-driven where sensible (include short words + accented/Unicode edge cases)

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:43:23.685386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:56ecf2a5d0e81619a280feb459c1576deaf6dfc4e31c991982622942c40242f1

Observation ad2c4af0-bc76-4cf7-b0b9-aec6cf6075f7 · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:43:23.704609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:b1756af0c66d828656917c2b271bfdbaf5869b9cef0666ab1684ce96542dd670

Observation d069c0e8-b1e3-4713-85ae-eb3dca8b88f2 · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:43:23.615345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:0d120b81da5d1f2f3502d5225705d153572b5f48864ea2020bc4a119a19df112

Observation e68018a9-3d4d-494d-84c1-97098289fae4 · outbound

This paper cites an unresolved cited work.

optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:43:23.642535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:935f4f820151f2422c1007b1d907a57e25da88ce94f4a35a6bd8b9fdfb6f1e0e

Observation 666b96ae-fc24-4fc2-a927-3ac2cc3fe961 · outbound

This paper cites ""Bilevel L-BFGS with exact LP sensitivities + SLP block boosts + CMA/Evolution fallback.

optimize_anything: A Universal API for Optimizing any Text Parameter ""Bilevel L-BFGS with exact LP sensitivities + SLP block boosts + CMA/Evolution fallback

Reference 47

Resolution
malformed identifier
raw_fallback, observed 2026-05-20T05:43:23.677895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-20T05:43:07.394497Z digest=sha256:f5b86b5abe14612d62d5063659fcd08f38c5fe4c32591b16fd8d996589acbcda

Pith citing papers

No inbound Pith citation observations are available.