Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T05:43:07.394497Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T05:43:07.394497Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 733306b3-eac6-4d98-aa0d-fd6ce83c93ab · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 1
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.
Observation a652df3d-5296-4083-b8de-543d9a526923 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 2
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.
Observation bc4415da-b7a2-4032-bd92-60b7f3d5cfa4 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Seshia, Koushik Sen, Dan Klein, Ion Stoica, Joseph E
Reference 3
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.
Observation 60ef95ba-9b64-4071-8bbb-5458ef521db0 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Dimakis, Ion Stoica, Dan Klein, Matei Zaharia, and Omar Khattab
Reference 4
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.
Observation 542b9586-c53a-4460-bbea-6d77d104636d · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Optuna: A Next-generation Hyperparameter Optimization Framework
Reference 5
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.
Observation 33a5ffa9-bcca-4519-af68-4517f04768d6 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 6
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.
Observation 898f1105-e0c3-459e-b2ea-7c2d895ec467 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Barbarians at the gate: How AI is upending systems research
Reference 7
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.
Observation ff2c1a2e-f5fc-48b1-ad0d-57f33ef32b1c · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter On the Measure of Intelligence
Reference 8
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.
Observation cb0e805b-b09d-431f-a5e2-1fbfe2d24bd7 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution
Reference 9
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.
Observation f281d002-709e-40ad-b861-6f0b3dc916dc · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 10
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.
Observation 1f408e04-cdfe-40cf-935a-f50d0576e503 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 11
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.
Observation bc00a051-e8c0-42f3-b9df-99403d953e4c · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Automated Design of Agentic Systems
Reference 12
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.
Observation 5bac52cd-df1b-477e-96cf-52200c22c1f8 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines
Reference 13
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.
Observation c79f8b91-2d71-4d9a-a15b-a78a1520504a · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution
Reference 14
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.
Observation 04df6dfe-840c-4089-9978-7164ba88f6db · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Evolution through Large Models
Reference 15
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.
Observation c136f10c-a3b8-4044-806b-1a68815d281d · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 16
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.
Observation 14690e31-2611-4d24-899f-0cb221c58b9c · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 17
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.
Observation aedd4a46-2116-4919-ad3c-4c046c991f5c · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 18
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.
Observation e8f615ff-95a5-45b6-a3ac-80acc7938d9e · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Illuminating search spaces by mapping elites
Reference 19
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.
Observation 07cbca14-1fa8-4713-a419-c5b4e999d1d2 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter AlphaEvolve: A coding agent for scientific and algorithmic discovery
Reference 20
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.
Observation bb6c8b2a-13fa-4a2c-a465-adde1a1c4bdc · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs
Reference 21
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.
Observation 3e8ce2af-7270-49e9-9ca7-eb814041dbe3 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter KernelBench: Can LLMs Write Efficient GPU Kernels?
Reference 22
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.
Observation 80708a47-2a13-4b81-8693-17c35978f4de · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 23
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.
Observation 3f8d4c44-769b-4fa1-8617-81579b536686 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Gradient Descent
Reference 24
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.
Observation 7e196b67-0732-47f7-8c78-a016fb5cfd21 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Pawan Kumar, Emilien Dupont, Francisco J
Reference 25
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.
Observation 8382e891-364e-4a17-897e-9184415c7a7d · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter doi: 10.1038/s41586-023-06924-6
Reference 26
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.
Observation bff58e6a-0403-42b7-998f-d19641731723 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 27
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.
Observation b03fbc00-7f0e-4bbd-9a85-87eca542c31a · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter 2025.OpenEvolve: an open-source evolutionary coding agent
Reference 28
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.
Observation a0b96d81-f4dd-4646-a3f4-7ef1c9fdb76c · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Reflexion: Language Agents with Verbal Reinforcement Learning
Reference 29
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.
Observation b6081d34-5400-4ff1-b4bb-4460e79d88e6 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Dimakis, and Matei Zaharia
Reference 30
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.
Observation 7db2a630-6214-47f0-b240-5020dd042ae8 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Large Language Models as Optimizers
Reference 31
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.
Observation 37987e4d-ee57-4e72-8d22-7d43d1586b16 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter TextGrad: Automatic "Differentiation" via Text
Reference 32
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.
Observation 1e606648-0181-4a9e-a6ce-f8ceade05ba8 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter AFlow: Automating Agentic Workflow Generation
Reference 33
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.
Observation e00beaf6-5dca-4a99-9cb0-73eb79227406 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Large Language Models Are Human-Level Prompt Engineers
Reference 34
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.
Observation 5e6efc5b-57d4-4f98-9dba-5bf48def9e34 · outbound
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
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.
Observation e9c0b9ac-fbfe-4427-bd4b-81461c006bee · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 36
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.
Observation ebdce55b-8233-435c-826b-f93251ed9482 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter - Define variables explicitly
Reference 37
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.
Observation e0d083b9-88b9-4bf1-8b8a-c91ad3ea409f · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter - Justify each important algebraic or geometric step
Reference 38
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.
Observation 918b71a0-aba8-4512-8bd0-eec45f0d936c · outbound
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
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.
Observation 955c7afe-be2c-48d6-a8dc-66e422ac90d6 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter - Avoid unnecessary numerical approximations if an exact approach is available
Reference 40
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.
Observation 8389b6ca-e30f-4006-90da-5218a820b3c8 · outbound
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
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.
Observation addf78b3-9bb9-4ae8-ae03-8d1a6e13f73b · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter expected vs got
Reference 42
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.
Observation b04056a2-6743-4f91-8784-72353329a5f5 · outbound
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
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.
Observation ad2c4af0-bc76-4cf7-b0b9-aec6cf6075f7 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 44
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.
Observation d069c0e8-b1e3-4713-85ae-eb3dca8b88f2 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 45
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.
Observation e68018a9-3d4d-494d-84c1-97098289fae4 · outbound
optimize_anything: A Universal API for Optimizing any Text Parameter Unresolved cited work
Reference 46
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.
Observation 666b96ae-fc24-4fc2-a927-3ac2cc3fe961 · outbound
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
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.
No inbound Pith citation observations are available.