Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:28:30.274770Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:28:30.274770Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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
20 of 20 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 62c64841-d743-403e-95fa-1383a1bff3ca · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a0e6665-9cd2-42d4-b61c-67f8fb2bc69d · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization bad guess
Reference 2
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.
Observation 35773639-df03-4b73-a096-fb74383b6431 · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization GEPA- vanilla
Reference 4
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.
Observation f803c26f-e008-4698-8330-f5097818ea76 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c768feb-6bc3-478d-98fb-c58e717e79ac · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69c970bd-b7b7-4324-8fef-20131bdc4570 · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Validating Bayesian Inference Algorithms with Simulation-Based Calibration
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28bfcfb8-0378-4d0b-b5cf-71627e2130c6 · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Large Language Models as Optimizers
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd32be28-c328-405d-a5d8-3ebe597e7ad0 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9297ce0b-df9c-4754-9aaa-a32e1392f13a · outbound
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
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.
Observation f06b35d8-ffd4-4a14-ad66-5b77694c9c82 · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Unresolved cited work
Reference 19
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.
Observation 38394dec-16b6-409a-9cd3-777634e7553c · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization slack"]; ro = obs[
Reference 20
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.
Observation 5ce51e84-7f93-4c2c-beea-e0d6cdab68a8 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afa4c939-57e6-4c6b-a006-90c5380604c4 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4215824-4323-4eab-9ee0-81d965749353 · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Automated Design of Agentic Systems
Reference 2014
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e33ad1c-9b29-44b4-9822-ff309c6badad · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Large Language Models As Evolution Strategies
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26234f6a-9359-4f30-9fd3-9948ac789979 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3d54b51-533f-4ac0-9d25-6568d314e051 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a3f65d4-8777-4181-9350-e74a80f93025 · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization TextGrad: Automatic "Differentiation" via Text
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71b6e9d0-05d2-4535-9900-00b1d197ad5c · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bf15bd9-cb0a-4a1e-9d6d-f295708a032e · outbound
A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Unresolved cited work
Reference 2025
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.
No inbound Pith citation observations are available.