Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-10T12:41:32.604681Z
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 2 inbound Pith citation observations for arXiv:2607.08124.
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 2026-07-10T12:41:32.604681Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T04:30:27.232633Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T12:49:50.744296Z
76 of 76 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 501f27b7-6024-49d3-870d-aca93471558b · outbound
TTHE: Test-Time Harness Evolution International Conference on Machine Learning,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 21554f6d-4aaa-4e72-b4a0-982a2f2af8fb · outbound
TTHE: Test-Time Harness Evolution Olshausen and Trevor Darrell , title =
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b00c57c0-cf45-4524-b7ad-fe3551b526de · outbound
TTHE: Test-Time Harness Evolution Advances in Neural Information Processing Systems,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0a00921c-744c-4c7e-87fb-197bf04e24fc · outbound
TTHE: Test-Time Harness Evolution Le and Ed H
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ca8c8752-86ca-473c-8871-d52b8409f177 · outbound
TTHE: Test-Time Harness Evolution Narasimhan and Yuan Cao , title =
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7c3a7f53-8e54-4d15-819e-f4c28fe75940 · outbound
TTHE: Test-Time Harness Evolution Teaching Large Language Models to Self-Debug , booktitle =
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0f62b995-7ce3-48ea-bbad-7ab4e646ce09 · outbound
TTHE: Test-Time Harness Evolution Advances in Neural Information Processing Systems,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 745b5b9f-0e4b-4524-a5ee-2d3bd9d76900 · outbound
TTHE: Test-Time Harness Evolution International Conference on Learning Representations,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 33a7f234-b97d-4762-ba18-5b9f2e5d2abc · outbound
TTHE: Test-Time Harness Evolution International Conference on Learning Representations,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fb556c1f-c2d2-4dc4-95d0-371ba5b34f58 · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 149d65d5-1c23-4b7e-a72a-1cd921fa23be · outbound
TTHE: Test-Time Harness Evolution Promptbreeder: Self-Referential Self-Improvement via Prompt Evolution , booktitle =
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a4e30b0e-e3e1-4534-b209-82be3fae9c7e · outbound
TTHE: Test-Time Harness Evolution International Conference on Learning Representations,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 51facc76-5edb-4bf6-a49c-15c18ccf0baf · outbound
TTHE: Test-Time Harness Evolution Self-taught optimizer (
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ad818aeb-5846-4da0-a4e7-9de15c5540fb · outbound
TTHE: Test-Time Harness Evolution Goodman , title =
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c3265a28-0c92-4248-8ed6-b996e491f0bb · outbound
TTHE: Test-Time Harness Evolution Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2aaf3083-3201-48a9-aa15-0baa384835b8 · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2274545d-34a1-46d1-9afb-6d174343cd2d · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6e8e8c47-15ea-4e1c-aac5-756ec03c0624 · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6d398c3a-8a04-45da-a61b-9cbd87fb301c · outbound
TTHE: Test-Time Harness Evolution Text-to-
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9ad69d0e-8848-4236-b311-8f0176db7f36 · outbound
TTHE: Test-Time Harness Evolution International Conference on Learning Representations,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 646dba47-b4fa-4713-a8d2-5acd50dfabec · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0c7186a5-dd4b-4549-a66a-901ac6a83fdb · outbound
TTHE: Test-Time Harness Evolution Competition-level code generation with
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 50813c7c-4e7f-43b2-a364-4d70871aa891 · outbound
TTHE: Test-Time Harness Evolution DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c1e25b2e-7c49-4293-8c46-32f9efad3e36 · outbound
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 80cc2e0a-482d-4a53-b6f9-712eae1b87cc · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 994a2c6d-aee3-479d-a6de-b4a7e2e3551c · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3f3e40f6-d32e-4563-a757-86ad19013ebd · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ae512288-89ff-44bf-ab5f-8e282a5e6a42 · outbound
TTHE: Test-Time Harness Evolution International Conference on Learning Representations,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ae529349-f7b3-49e1-8a39-8a12316ac364 · outbound
TTHE: Test-Time Harness Evolution International Conference on Learning Representations,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 73b7cbc3-bb46-4fc9-a9ae-da5908504c0c · outbound
TTHE: Test-Time Harness Evolution Nature , year=
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 415bafac-7e78-422b-bb22-06db9c463354 · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3e78ade9-0e1f-41f0-9cc2-c9d31d273320 · outbound
TTHE: Test-Time Harness Evolution Toolformer: Language Models Can Teach Themselves to Use Tools , booktitle =
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3480bbd4-1df1-4c6f-a438-e6decc939a9f · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 348c65d5-14b8-4667-b7d6-ed7698bc1c88 · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0f423c11-544d-41c2-b5a3-be5b192187b2 · outbound
TTHE: Test-Time Harness Evolution International Conference on Learning Representations,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 01febe47-e935-4e6b-a189-8e8c0152df86 · outbound
TTHE: Test-Time Harness Evolution Radev , title =
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bc7128bc-a330-4ece-98ae-3eb4ee4d6dc6 · outbound
TTHE: Test-Time Harness Evolution Advances in Neural Information Processing Systems,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0c1a2016-1fcb-451e-a901-6f3e9436f1e4 · outbound
TTHE: Test-Time Harness Evolution Program Synthesis with Large Language Models
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 662851c9-ec66-4734-a51e-00d6149a1c10 · outbound
TTHE: Test-Time Harness Evolution MOSS: Self-Evolution through Source-Level Rewriting in Autonomous Agent Systems
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 65ecdb6a-e1bf-4fb2-8686-551a90012e40 · outbound
TTHE: Test-Time Harness Evolution CodeT: Code Generation with Generated Tests
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a1f61481-d6c7-49f3-ae62-ff5d3bfe1ab5 · outbound
TTHE: Test-Time Harness Evolution Evaluating Large Language Models Trained on Code
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9142b565-ecff-409c-9e88-c197db4e3f8c · outbound
TTHE: Test-Time Harness Evolution Teaching large language models to self-debug
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2ae4156b-e480-421d-a957-202993c3aa63 · outbound
TTHE: Test-Time Harness Evolution Promptbreeder: Self-referential self-improvement via prompt evolution
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ce73e7bf-dba4-402c-954a-b4fa08617159 · outbound
TTHE: Test-Time Harness Evolution Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 10dfaadf-d574-447c-84cb-b3a3d8e2e44f · outbound
TTHE: Test-Time Harness Evolution Connecting large language models with evolutionary algorithms yields powerful prompt optimizers
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 51f5ed5e-52c4-448c-bf6b-69c82db70749 · outbound
TTHE: Test-Time Harness Evolution EvoTest: Evolutionary Test-Time Learning for Self-Improving Agentic Systems
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e918efb3-babb-463a-8837-2d6d2d0a87df · outbound
TTHE: Test-Time Harness Evolution Automated design of agentic systems
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bee7e674-1b6f-44e4-8d4a-7b3373eece82 · outbound
TTHE: Test-Time Harness Evolution LiveCodeBench : Holistic and contamination free evaluation of large language models for code
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3740397a-bcb5-4362-8dcf-2f85a72f3170 · outbound
TTHE: Test-Time Harness Evolution SWE-bench : Can language models resolve real-world GitHub issues? In International Conference on Learning Representations, ICLR , 2024
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 750d59d0-ac80-4747-89fa-fc869b3b8295 · outbound
TTHE: Test-Time Harness Evolution DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 314b08f9-ffbb-4cdf-9b71-2eb89eb04c74 · outbound
TTHE: Test-Time Harness Evolution DS-1000 : A natural and reliable benchmark for data science code generation
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7dc6e151-1022-4ba3-a20e-46201b5e796a · outbound
TTHE: Test-Time Harness Evolution Meta-Harness: End-to-End Optimization of Model Harnesses
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 25ae8218-e0c0-431d-a21f-18aeb1805248 · outbound
TTHE: Test-Time Harness Evolution Can LLM already serve as a database interface? a big bench for large-scale database grounded text-to- SQL s
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 49048cdb-5807-4ae7-b5d7-b381267d08a6 · outbound
TTHE: Test-Time Harness Evolution Competition-level code generation with AlphaCode
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation df58f2a5-5535-447c-b52a-a8be42a3461d · outbound
TTHE: Test-Time Harness Evolution Let's verify step by step
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4d90db24-70fb-4803-8ab8-253bec0bdcb1 · outbound
TTHE: Test-Time Harness Evolution Self-Refine : Iterative refinement with self-feedback
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ebc0b2bc-5eb1-4c45-81ac-41b38e5d8505 · outbound
TTHE: Test-Time Harness Evolution DIN-SQL : Decomposed in-context learning of text-to- SQL with self-correction
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1eefe3cb-1421-4420-8997-c79b18c35492 · outbound
TTHE: Test-Time Harness Evolution Mathematical discoveries from program search with large language models
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation dadc8348-e299-435d-9f42-91ae025deb0d · outbound
TTHE: Test-Time Harness Evolution Toolformer: Language models can teach themselves to use tools
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 29a23f41-b677-4b04-a010-c76d22bc1e87 · outbound
TTHE: Test-Time Harness Evolution Reflexion: language agents with verbal reinforcement learning
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f5dd8a62-3b68-4a9f-aa6a-61e40bb3b496 · outbound
TTHE: Test-Time Harness Evolution Test-time training with self-supervision for generalization under distribution shifts
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cf9b546f-7a1f-4cb6-80ea-932b8753ab7e · outbound
TTHE: Test-Time Harness Evolution Olshausen, and Trevor Darrell
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2116e0e2-ef0c-4c5a-b031-7b5c802bb107 · outbound
TTHE: Test-Time Harness Evolution Voyager: An open-ended embodied agent with large language models
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 056b22fc-c1d4-4f1e-ae26-824ede0b8144 · outbound
TTHE: Test-Time Harness Evolution Le, Ed H
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ad0ec4d8-6743-4ea6-9d2f-f75ac28bddc2 · outbound
TTHE: Test-Time Harness Evolution Chain-of-thought prompting elicits reasoning in large language models
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cbabaac1-dc5a-4187-9d13-96a3443741e0 · outbound
TTHE: Test-Time Harness Evolution Large language models as optimizers
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fe93dbc2-aef6-4fe2-bfac-15c0aa678fb3 · outbound
TTHE: Test-Time Harness Evolution SWE-agent : Agent-computer interfaces enable automated software engineering
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5ae929de-3676-464d-94e4-57bb9e4f2ff1 · outbound
TTHE: Test-Time Harness Evolution Narasimhan, and Yuan Cao
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c87a0e0c-5d73-4d31-9685-7fdf6964d5a9 · outbound
TTHE: Test-Time Harness Evolution Unresolved cited work
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fc6ca727-9272-4579-a313-a617c30bbc47 · outbound
TTHE: Test-Time Harness Evolution Self-Taught Optimizer (STOP): Recursively Self-Improving Code Generation
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 177f11a5-6e36-4d3c-8b11-e27be59d9bbc · outbound
TTHE: Test-Time Harness Evolution Self-Harness: Harnesses That Improve Themselves
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e564b1a4-ec97-433b-b1ac-7452952a8e99 · outbound
TTHE: Test-Time Harness Evolution Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 80b5d3c7-e65f-4865-ac80-967e297a08cc · outbound
TTHE: Test-Time Harness Evolution Aflow: Automating agentic workflow generation
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a97dbc65-5f75-4550-951c-b3e25802dc83 · outbound
TTHE: Test-Time Harness Evolution MEMO: test time robustness via adaptation and augmentation
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2a130df5-31d9-4683-a022-f34f1ad7036b · outbound
TTHE: Test-Time Harness Evolution Xing, Hao Zhang, Joseph E
Reference 81
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 681039d6-9145-4258-955a-a77e1a15fb88 · outbound
TTHE: Test-Time Harness Evolution Large language models are human-level prompt engineers
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7b24134e-eb86-405d-bd3a-125c39b77d83 · inbound
EvolveNet: Collaborative Harness Evolution for Agent Self-Improvement TTHE: Test-Time Harness Evolution
Reference 2017
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e13b8a64-6431-4089-9ea5-c4b58fa4d169 · inbound
ADIAS: Automated Design of Interactive Agentic Systems TTHE: Test-Time Harness Evolution
Reference 84
Source-reported events for the cited work
Unavailable: canonical work link unavailable.