Paper Citation Record · LEDGER

Automated Discovery Has No Universally Superior Harness

As of 5 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 1 inbound Pith citation observation for arXiv:2607.18235.

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

pith.paper-citation-record.v1
2607.18235 v1

Coverage vector

measured 70 of 70 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T15:40:14.260313Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T09:14:06.273778Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

70 of 70 outbound references displayed

verified exact0
verified fuzzy0
unresolved70
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 35aa29e6-ffad-4abc-835e-407d69ccaa87 · outbound

This paper cites Algorithm portfolios.

Automated Discovery Has No Universally Superior Harness Algorithm portfolios

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:05.852806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46be4daa-8433-4266-b650-060770d64b1a · outbound

This paper cites Deep reinforcement learning that matters.

Automated Discovery Has No Universally Superior Harness Deep reinforcement learning that matters

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:05.968295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a3b3014-e277-4a77-b82d-9ab7160f7a45 · outbound

This paper cites Automated design of agentic systems.

Automated Discovery Has No Universally Superior Harness Automated design of agentic systems

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:06.064091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfca96ce-e7b2-4461-81bf-cf358bd0ebed · outbound

This paper cites Non-stochastic best arm identification and hyperparameter optimization.

Automated Discovery Has No Universally Superior Harness Non-stochastic best arm identification and hyperparameter optimization

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:06.218949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 273a52bb-bf08-4342-b584-a5fb67f26188 · outbound

This paper cites Bandit based monte-carlo planning.

Automated Discovery Has No Universally Superior Harness Bandit based monte-carlo planning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:06.704293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83b7b77d-c1d1-4248-8612-8958246d9c65 · outbound

This paper cites Abandoning objectives: Evolution through the search for novelty alone.

Automated Discovery Has No Universally Superior Harness Abandoning objectives: Evolution through the search for novelty alone

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:07.074936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fd58b67-3851-4981-b360-635f3cc4cd4f · outbound

This paper cites Random search and reproducibility for neural architecture search.

Automated Discovery Has No Universally Superior Harness Random search and reproducibility for neural architecture search

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:07.135844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e277ecd0-bd88-40d9-8a63-b5f97ab775d8 · outbound

This paper cites A system for massively parallel hyperparameter tuning.

Automated Discovery Has No Universally Superior Harness A system for massively parallel hyperparameter tuning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:07.204057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd81b46a-fc85-435a-a7cc-9270e92efc9e · outbound

This paper cites Hyperband: A novel bandit-based approach to hyperparameter optimization.

Automated Discovery Has No Universally Superior Harness Hyperband: A novel bandit-based approach to hyperparameter optimization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:07.300973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05434dd9-849f-47e1-a60f-e2c851355e52 · outbound

This paper cites Eoh-s: Evolution of heuristic set using llms for automated heuristic design.

Automated Discovery Has No Universally Superior Harness Eoh-s: Evolution of heuristic set using llms for automated heuristic design

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:07.484221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e33bf33f-3391-4915-9f28-4744fa6fcf5b · outbound

This paper cites Qwen2.5 Technical Report.

Automated Discovery Has No Universally Superior Harness Qwen2.5 Technical Report

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:08.049464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd3c2823-54ae-418f-beac-63e1cd30ef72 · outbound

This paper cites The algorithm selection problem.

Automated Discovery Has No Universally Superior Harness The algorithm selection problem

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:08.170601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75aa27bc-8546-41ff-89be-e7d85050f210 · outbound

This paper cites Mathematical discoveries from program search with large language models.

Automated Discovery Has No Universally Superior Harness Mathematical discoveries from program search with large language models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:08.266107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3c107d8-0e66-4ed8-a3de-1ad0b21361cb · outbound

This paper cites Agentsquare: Automatic llm agent search in modular design space.

Automated Discovery Has No Universally Superior Harness Agentsquare: Automatic llm agent search in modular design space

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:08.655327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f873c564-7a4d-4c64-8788-c6aa457bd2db · outbound

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

Automated Discovery Has No Universally Superior Harness OpenEvolve : An open-source evolutionary coding agent

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:08.764043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f459434c-6251-4287-ae49-88d658335a43 · outbound

This paper cites Mastering the game of go without human knowledge.

Automated Discovery Has No Universally Superior Harness Mastering the game of go without human knowledge

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:08.877838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11505cee-3075-4358-921e-05c6527440ce · outbound

This paper cites Large language models as optimizers.

Automated Discovery Has No Universally Superior Harness Large language models as optimizers

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:09.340847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 283fb034-ca30-458f-a2d9-119525cb92f6 · outbound

This paper cites Reevo: Large language models as hyper-heuristics with reflective evolution.

Automated Discovery Has No Universally Superior Harness Reevo: Large language models as hyper-heuristics with reflective evolution

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:09.409534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37d9f92f-4c41-441c-86f8-b8913c28abe2 · outbound

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

Automated Discovery Has No Universally Superior Harness AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:09.602736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8d65cdb-3ccc-420c-bfbf-b643abb32537 · outbound

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

Automated Discovery Has No Universally Superior Harness ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:09.657522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b51aa8e-973a-4291-a7b6-0a947ef1361d · outbound

This paper cites Nature , volume=.

Automated Discovery Has No Universally Superior Harness Nature , volume=

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:09.738114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfc18230-b724-4080-8f22-c182260cc334 · outbound

This paper cites Learning to Discover at Test Time.

Automated Discovery Has No Universally Superior Harness Learning to Discover at Test Time

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:09.809296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 584677a5-b1d4-42dd-91de-d243bdce351a · outbound

This paper cites arXiv preprint arXiv:2602.20133 , year=.

Automated Discovery Has No Universally Superior Harness arXiv preprint arXiv:2602.20133 , year=

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:09.886817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9e8894e-322d-4591-845d-8124e991d98d · outbound

This paper cites an unresolved cited work.

Automated Discovery Has No Universally Superior Harness Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:09.937377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97c8e9ee-c926-4094-ae87-d39daf286040 · outbound

This paper cites arXiv preprint arXiv:2602.02919 , year=.

Automated Discovery Has No Universally Superior Harness arXiv preprint arXiv:2602.02919 , year=

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:09.999607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb51c9ba-2763-488d-ab73-bbce4f3a4d69 · outbound

This paper cites nature , volume=.

Automated Discovery Has No Universally Superior Harness nature , volume=

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.094357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99caf9e3-6272-46ab-8c36-389b414730b6 · outbound

This paper cites European conference on machine learning , pages=.

Automated Discovery Has No Universally Superior Harness European conference on machine learning , pages=

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.136505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e70378b3-57c7-4ca1-963d-6ac3e8166e0d · outbound

This paper cites arXiv preprint arXiv:2602.16805 , year=.

Automated Discovery Has No Universally Superior Harness arXiv preprint arXiv:2602.16805 , year=

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.211089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f0488fd-404f-4e67-9aec-fd2283ca9a62 · outbound

This paper cites Meta-Harness: End-to-End Optimization of Model Harnesses.

Automated Discovery Has No Universally Superior Harness Meta-Harness: End-to-End Optimization of Model Harnesses

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.266393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4318ead-9a81-47bf-80a7-6c1c814c7641 · outbound

This paper cites 2025 , eprint=.

Automated Discovery Has No Universally Superior Harness 2025 , eprint=

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.333599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f1aa257-1d4d-4a52-9874-f237e2eaab31 · outbound

This paper cites Qwen3 Technical Report.

Automated Discovery Has No Universally Superior Harness Qwen3 Technical Report

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.400168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9643867-f4fd-4ddf-94f2-bd8b26b60f95 · outbound

This paper cites gpt-oss-120b & gpt-oss-20b Model Card.

Automated Discovery Has No Universally Superior Harness gpt-oss-120b & gpt-oss-20b Model Card

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.460456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6ed6147-aa52-4716-9212-046f146d4a19 · outbound

This paper cites Journal of Machine learning research , volume=.

Automated Discovery Has No Universally Superior Harness Journal of Machine learning research , volume=

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.496835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f27d9462-fe46-4a71-af92-fbd66149190c · outbound

This paper cites arXiv preprint arXiv:2602.23413 , year=.

Automated Discovery Has No Universally Superior Harness arXiv preprint arXiv:2602.23413 , year=

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.578727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cdbe225-3724-4cf8-9f20-d24afbaded53 · outbound

This paper cites Self-Harness: Harnesses That Improve Themselves.

Automated Discovery Has No Universally Superior Harness Self-Harness: Harnesses That Improve Themselves

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.634027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5ffb63f-5631-40f7-aaff-5f61ae6947dd · outbound

This paper cites Agentic Harness Engineering: Observability-Driven Automatic Evolution of Coding-Agent Harnesses.

Automated Discovery Has No Universally Superior Harness Agentic Harness Engineering: Observability-Driven Automatic Evolution of Coding-Agent Harnesses

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.787291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0265d90-28f1-47ad-81e8-eb82e3b03734 · outbound

This paper cites arXiv preprint arXiv:2603.03329 , year=.

Automated Discovery Has No Universally Superior Harness arXiv preprint arXiv:2603.03329 , year=

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.864143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0116be6a-387c-41de-8d50-6be8d25417a0 · outbound

This paper cites HarnessForge: Joint Harness and Policy Evolution for Adaptive Agent Systems.

Automated Discovery Has No Universally Superior Harness HarnessForge: Joint Harness and Policy Evolution for Adaptive Agent Systems

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.918624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b15ba22c-add5-4e9b-bcce-dee4c29d3e5c · outbound

This paper cites Code as Agent Harness.

Automated Discovery Has No Universally Superior Harness Code as Agent Harness

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:10.984866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fa8753a-864a-4998-8c10-08cd37030b9a · outbound

This paper cites 2026 , publisher=.

Automated Discovery Has No Universally Superior Harness 2026 , publisher=

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.063841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe136eeb-4ebc-432d-af73-61212dc8c252 · outbound

This paper cites International Conference on Learning Representations , volume=.

Automated Discovery Has No Universally Superior Harness International Conference on Learning Representations , volume=

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.135685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dbf3e0c-0b50-44ee-bfa5-cc07ddb7f339 · outbound

This paper cites CodeEvolve: an open source evolutionary coding agent for algorithmic discovery and optimization.

Automated Discovery Has No Universally Superior Harness CodeEvolve: an open source evolutionary coding agent for algorithmic discovery and optimization

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.208631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbad6ffa-a401-44e6-843b-807fe8b5c44d · outbound

This paper cites arXiv preprint arXiv:2510.06056 , year=.

Automated Discovery Has No Universally Superior Harness arXiv preprint arXiv:2510.06056 , year=

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.261361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23cf9e63-cccf-422c-ab61-433745d50ed2 · outbound

This paper cites arXiv preprint arXiv:2511.17592 , year=.

Automated Discovery Has No Universally Superior Harness arXiv preprint arXiv:2511.17592 , year=

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.360242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fde86161-2553-4a97-b669-bfc35108735d · outbound

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

Automated Discovery Has No Universally Superior Harness GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.467239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fc3b9f1-d424-4264-9ec0-4e4d67d79ade · outbound

This paper cites Advances in neural information processing systems , volume=.

Automated Discovery Has No Universally Superior Harness Advances in neural information processing systems , volume=

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.541984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ef07f47-8b2f-436a-91e3-23159e9ae5a9 · outbound

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

Automated Discovery Has No Universally Superior Harness Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.620242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bd9feed-5b5b-476c-8266-c5d86a023b40 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

Automated Discovery Has No Universally Superior Harness Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.710838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1198574e-ad0e-4aea-b518-c1194ee50145 · outbound

This paper cites Illuminating search spaces by mapping elites.

Automated Discovery Has No Universally Superior Harness Illuminating search spaces by mapping elites

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.784626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f6391c6-9ec8-416a-a6c4-86d79cbf5484 · outbound

This paper cites Evolutionary computation , volume=.

Automated Discovery Has No Universally Superior Harness Evolutionary computation , volume=

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.883604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8dcea6a-eb15-4311-ba66-e6dd693537fd · outbound

This paper cites Advances in computers , volume=.

Automated Discovery Has No Universally Superior Harness Advances in computers , volume=

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.991613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5789a1c7-851e-4e90-8468-31a4480796b4 · outbound

This paper cites Artificial Intelligence , volume=.

Automated Discovery Has No Universally Superior Harness Artificial Intelligence , volume=

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:12.074467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9a51896-8ea7-45b8-bbde-16f25adc542e · outbound

This paper cites Artificial intelligence and statistics , pages=.

Automated Discovery Has No Universally Superior Harness Artificial intelligence and statistics , pages=

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:12.184409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2a9e840-46b5-40ba-9d22-71b17413154e · outbound

This paper cites Journal of machine learning research , volume=.

Automated Discovery Has No Universally Superior Harness Journal of machine learning research , volume=

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:12.329111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a32d7a8b-e06c-474e-b319-a609d77f3d54 · outbound

This paper cites Proceedings of machine learning and systems , volume=.

Automated Discovery Has No Universally Superior Harness Proceedings of machine learning and systems , volume=

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:12.467090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3f65796-3dc7-4db1-a7d0-3574b1cd8629 · outbound

This paper cites ThetaEvolve: Test-time Learning on Open Problems.

Automated Discovery Has No Universally Superior Harness ThetaEvolve: Test-time Learning on Open Problems

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:12.654826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 233f6998-bb59-4f17-a413-4999676ecd4e · outbound

This paper cites Proceedings of the AAAI conference on artificial intelligence , volume=.

Automated Discovery Has No Universally Superior Harness Proceedings of the AAAI conference on artificial intelligence , volume=

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:12.842829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a2f80d1-1b8c-49da-a2bf-13729cf39756 · outbound

This paper cites Uncertainty in artificial intelligence , pages=.

Automated Discovery Has No Universally Superior Harness Uncertainty in artificial intelligence , pages=

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:12.955928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2694b3bb-c8e9-48fc-b032-b49b5ab174a7 · outbound

This paper cites NAS evaluation is frustratingly hard.

Automated Discovery Has No Universally Superior Harness NAS evaluation is frustratingly hard

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:13.138420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a77189c3-1dd9-4539-9ea6-6ff5dd4c655f · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Automated Discovery Has No Universally Superior Harness Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:13.319250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0e60868-f78f-4d10-a063-44f7bd8a05c5 · outbound

This paper cites AI Agents That Matter.

Automated Discovery Has No Universally Superior Harness AI Agents That Matter

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:13.438669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a667505c-44ba-419f-b633-501027ad37ef · outbound

This paper cites LEVI: Stronger Search Architectures Can Substitute for Larger LLMs in Evolutionary Search.

Automated Discovery Has No Universally Superior Harness LEVI: Stronger Search Architectures Can Substitute for Larger LLMs in Evolutionary Search

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:13.575822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80ac4220-2816-4bbb-8918-15237b34aaf6 · outbound

This paper cites Compute Allocation in Evolutionary Search: From Depth-Breadth to Multi-Armed Bandits.

Automated Discovery Has No Universally Superior Harness Compute Allocation in Evolutionary Search: From Depth-Breadth to Multi-Armed Bandits

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:13.618376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00a78d16-766d-467f-878d-82f5b625e3dd · outbound

This paper cites Effective Harness Engineering for Algorithm Discovery with Coding Agents.

Automated Discovery Has No Universally Superior Harness Effective Harness Engineering for Algorithm Discovery with Coding Agents

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:13.764040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a235660e-3535-4370-8933-e52e9e140505 · outbound

This paper cites HARBOR: Automated Harness Optimization.

Automated Discovery Has No Universally Superior Harness HARBOR: Automated Harness Optimization

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:13.836123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85770459-fc5f-4c62-8b68-05e154668116 · outbound

This paper cites Continual Harness: Online Adaptation for Self-Improving Foundation Agents.

Automated Discovery Has No Universally Superior Harness Continual Harness: Online Adaptation for Self-Improving Foundation Agents

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:13.907544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 981c6ec4-72ba-4f90-9728-e8d9d6f646cf · outbound

This paper cites What Do Evolutionary Coding Agents Evolve?.

Automated Discovery Has No Universally Superior Harness What Do Evolutionary Coding Agents Evolve?

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:14.026706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a530d5b-e134-4717-ba04-bd7c39f549b7 · outbound

This paper cites International Conference on Learning Representations , volume=.

Automated Discovery Has No Universally Superior Harness International Conference on Learning Representations , volume=

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:14.108643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd2cd67d-ee8e-41d4-9a8f-4160b0e38561 · outbound

This paper cites International Conference on Learning Representations , volume=.

Automated Discovery Has No Universally Superior Harness International Conference on Learning Representations , volume=

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:14.189478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ac868bd-d71d-4000-b053-2c7877485740 · outbound

This paper cites Archon: An Architecture Search Framework for Inference-Time Techniques.

Automated Discovery Has No Universally Superior Harness Archon: An Architecture Search Framework for Inference-Time Techniques

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:14.260313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cb277738-e524-41cb-91c2-f2be7072bf6b · inbound

Efficiency Matters in Autonomous Research cites this paper.

Efficiency Matters in Autonomous Research Automated Discovery Has No Universally Superior Harness

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-07-31T09:14:06.273778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.