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Paper Citation Record · LEDGER

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization

As of 14 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2608.08156.

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

pith.paper-citation-record.v1
2608.08156 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:28:30.274770Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

20 of 20 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved16
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 62c64841-d743-403e-95fa-1383a1bff3ca · outbound

This paper cites GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.106348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6a0e6665-9cd2-42d4-b61c-67f8fb2bc69d · outbound

This paper cites bad guess.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization bad guess

Reference 2

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malformed identifier
raw_fallback, observed 2026-08-12T00:28:32.409135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T00:28:30.110023Z digest=sha256:c3e00eb3e95c9f1873443244a8f75b2f34bc7d35d8e629129ed0cd273595e62e

Observation 35773639-df03-4b73-a096-fb74383b6431 · outbound

This paper cites GEPA- vanilla.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization GEPA- vanilla

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-12T00:28:32.285682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T00:28:30.174753Z digest=sha256:602324cfadcbfaeef5d81f0e4a6a2cacf41ecef082d34c83f422a3423f1f572d

Observation f803c26f-e008-4698-8330-f5097818ea76 · outbound

This paper cites Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 9

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unresolved
no resolver link, observed 2026-08-12T00:28:29.706488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.706488Z digest=sha256:ad8d34874b9c3150611d0582956e838e3bf05c3bbe52c418c211751edf19b445

Observation 0c768feb-6bc3-478d-98fb-c58e717e79ac · outbound

This paper cites Eureka: Human-Level Reward Design via Coding Large Language Models.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Eureka: Human-Level Reward Design via Coding Large Language Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.774777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.774777Z digest=sha256:e9dfc930a2dd3194c2e0ebda33c36b226a44940ba92086974a098d8da8337bbf

Observation 69c970bd-b7b7-4324-8fef-20131bdc4570 · outbound

This paper cites Validating Bayesian Inference Algorithms with Simulation-Based Calibration.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Validating Bayesian Inference Algorithms with Simulation-Based Calibration

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.797264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.797264Z digest=sha256:9d0c96f29d04eee590c32a3c008b3eef63bb57da9923c354a868481c46e2b13d

Observation 28bfcfb8-0378-4d0b-b5cf-71627e2130c6 · outbound

This paper cites Large Language Models as Optimizers.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Large Language Models as Optimizers

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.822178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.822178Z digest=sha256:a09838215aeaff7bd0cee204d23e6a9d8824c5708d5e3557d4325f6d3f10252b

Observation fd32be28-c328-405d-a5d8-3ebe597e7ad0 · outbound

This paper cites Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.917807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.917807Z digest=sha256:7a1d53af3b8155853e4747cfa18b397fa917ccd1e8603e2309fbef831d1bbe6d

Observation 9297ce0b-df9c-4754-9aaa-a32e1392f13a · outbound

This paper cites The vanilla-numerical identity 13 Published as a conference paper at LM4Sci Workshop COLM 2026 baseline is ELBO−174, NUTS ESS/grad4.1×10 −3.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization The vanilla-numerical identity 13 Published as a conference paper at LM4Sci Workshop COLM 2026 baseline is ELBO−174, NUTS ESS/grad4.1×10 −3

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:28:32.134752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T00:28:30.215569Z digest=sha256:bae685423d96ab4974b5e72d8d97c228cb323b04e7dfed21d2aa7665a1bb4ce0

Observation f06b35d8-ffd4-4a14-ad66-5b77694c9c82 · outbound

This paper cites an unresolved cited work.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:28:31.944757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T00:28:30.254423Z digest=sha256:997145b1f00a620b2bb4006ffe59b5fdf88206c7391fc61a5dfb7aceea671f93

Observation 38394dec-16b6-409a-9cd3-777634e7553c · outbound

This paper cites slack"]; ro = obs[.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization slack"]; ro = obs[

Reference 20

Resolution
malformed identifier
raw_fallback, observed 2026-08-12T00:28:31.704916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T00:28:30.274770Z digest=sha256:757c5ce72501b07d73c8cddea1498466396f0412ce296c3ff2bf07b010ef0854

Observation 5ce51e84-7f93-4c2c-beea-e0d6cdab68a8 · outbound

This paper cites NeuTra-lizing Bad Geometry in Hamiltonian Monte Carlo Using Neural Transport.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization NeuTra-lizing Bad Geometry in Hamiltonian Monte Carlo Using Neural Transport

Reference 2001

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.464770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.464770Z digest=sha256:d9e8528615390b75cec03fd9c2866fd6f288bb11c82561753d2d0e4cff212b1c

Observation afa4c939-57e6-4c6b-a006-90c5380604c4 · outbound

This paper cites Trace is the Next AutoDiff: Generative Optimization with Rich Feedback, Execution Traces, and LLMs.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Trace is the Next AutoDiff: Generative Optimization with Rich Feedback, Execution Traces, and LLMs

Reference 2010

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.164750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.164750Z digest=sha256:7e9b990a0053596eb8d12bda57ad1b493fe3867a335f6ee82ae08ab0914abd3c

Observation f4215824-4323-4eab-9ee0-81d965749353 · outbound

This paper cites Automated Design of Agentic Systems.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Automated Design of Agentic Systems

Reference 2014

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.534947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.534947Z digest=sha256:4e8e8591a8aea7aea1dbabfbabb837868b50904e8e74a9c2c9ed2fd02746d272

Observation 0e33ad1c-9b29-44b4-9822-ff309c6badad · outbound

This paper cites Large Language Models As Evolution Strategies.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Large Language Models As Evolution Strategies

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.594751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.594751Z digest=sha256:bc02f54852e5cdcdb2fcd320552bc03063e61e1ef67134bf1ca841760754008b

Observation 26234f6a-9359-4f30-9fd3-9948ac789979 · outbound

This paper cites Beyond Scalar Rewards: Dense Feedback for LLM Policy Synthesis in Sequential Social Dilemmas.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Beyond Scalar Rewards: Dense Feedback for LLM Policy Synthesis in Sequential Social Dilemmas

Reference 2018

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.274754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.274754Z digest=sha256:69883a707e76e77b33947a466f51ef609c4fac9dbfd111dd41c4a9f5e10af202

Observation c3d54b51-533f-4ac0-9d25-6568d314e051 · outbound

This paper cites EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.347329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.347329Z digest=sha256:be347901cfb522058f1490e7e3d485b7491e501b4803f22177441bee5d783c41

Observation 7a3f65d4-8777-4181-9350-e74a80f93025 · outbound

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

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization TextGrad: Automatic "Differentiation" via Text

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.844870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.844870Z digest=sha256:9fad41e3b603f779eaead11aa1dba4c84bd4a1ab60daf6a71d2af2cc9da23eeb

Observation 71b6e9d0-05d2-4535-9900-00b1d197ad5c · outbound

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

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T00:28:29.691633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:28:29.691633Z digest=sha256:952cb91e88bde148f07320b4398dd587c88e113bf903568422c11250cbd20730

Observation 6bf15bd9-cb0a-4a1e-9d6d-f295708a032e · outbound

This paper cites an unresolved cited work.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Unresolved cited work

Reference 2025

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:28:32.508143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T00:28:30.018751Z digest=sha256:a90a540f4b2aa235115acc5550724f90e54ae53d6970f28deaa3d244ecccbc6a

Pith citing papers

No inbound Pith citation observations are available.