Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T05:31:05.820448Z
Paper Citation Record · LEDGER
Agentic Auto-Research is Fuzz Testing
As of 20 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2608.09855.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
Reference resolution
61 of 61 outbound references displayed
- verified exact0
- verified fuzzy37
- unresolved22
- parse uncertain0
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 292ebfa1-7f72-4bc2-87f7-6e581460cfb1 · outbound
This paper cites AGI House community newslet- ter, July 23, 2026.
Agentic Auto-Research is Fuzz Testing AGI House community newslet- ter, July 23, 2026
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.300725Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6ac6cdd4-2481-4035-8bad-7ff08b6c7441 · outbound
This paper cites X article, July 31, 2026.
Agentic Auto-Research is Fuzz Testing X article, July 31, 2026
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.276062Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2f73d93d-d090-49d4-9682-0d0eae95e7c3 · outbound
This paper cites The Oracle Problem in Software Testing: A Survey.
Agentic Auto-Research is Fuzz Testing The Oracle Problem in Software Testing: A Survey
Reference 3
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-11T05:31:05.486529Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2a70ac0-3003-416b-a903-20801523b956 · outbound
This paper cites Directed Greybox Fuzzing.
Agentic Auto-Research is Fuzz Testing Directed Greybox Fuzzing
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.492817Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f4fe1fe-efcd-4209-a3e8-3629bd64317d · outbound
This paper cites Coverage-based Greybox Fuzzing as Markov Chain.
Agentic Auto-Research is Fuzz Testing Coverage-based Greybox Fuzzing as Markov Chain
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.499251Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a92efadc-d01a-4c47-85c6-4a2ae51b0c2f · outbound
This paper cites On the Re- liability of Coverage-Based Fuzzer Benchmarking.
Agentic Auto-Research is Fuzz Testing On the Re- liability of Coverage-Based Fuzzer Benchmarking
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.505312Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 197419a9-810d-452a-bbbd-e2cc95ca7a1d · outbound
This paper cites Autonomous chemical research with large language models.
Agentic Auto-Research is Fuzz Testing Autonomous chemical research with large language models
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.513125Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da915752-7dbf-4c1e-87e4-1b24e634bf34 · outbound
This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.
Agentic Auto-Research is Fuzz Testing Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.520379Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 848b6abf-4416-4809-b1f5-cbb32fc53c91 · outbound
This paper cites Exploration by Random Network Distillation.
Agentic Auto-Research is Fuzz Testing Exploration by Random Network Distillation
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.264602Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f2aed3c9-32e4-49ad-85e1-5b9a0dae752a · outbound
This paper cites MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research.
Agentic Auto-Research is Fuzz Testing MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.252612Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c902bab6-ca3a-4851-9532-99ce31a16992 · outbound
This paper cites Angora: Efficient Fuzzing by Principled Search.
Agentic Auto-Research is Fuzz Testing Angora: Efficient Fuzzing by Principled Search
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.540695Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cbf85b9-46ac-48e7-9df4-9d7406a94f51 · outbound
This paper cites An Unsolvable Problem of Elementary Number Theory.
Agentic Auto-Research is Fuzz Testing An Unsolvable Problem of Elementary Number Theory
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.239946Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 88b556f3-9e90-4b39-8704-bc037375b9b7 · outbound
This paper cites The reusable holdout: Preserv- ing validity in adaptive data analysis.
Agentic Auto-Research is Fuzz Testing The reusable holdout: Preserv- ing validity in adaptive data analysis
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.227165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cede52f7-c5b1-4f8a-a549-c5468ecb9208 · outbound
This paper cites Transforming Science with Large Language Models: A Survey on AI-Assisted Scien- tific Discovery, Experimentation, Content Generation, and Evaluation.
Agentic Auto-Research is Fuzz Testing Transforming Science with Large Language Models: A Survey on AI-Assisted Scien- tific Discovery, Experimentation, Content Generation, and Evaluation
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.557241Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ede82e73-2a80-4f52-a927-6c403a586144 · outbound
This paper cites AFL++: Combining Incremental Steps of Fuzzing Research.
Agentic Auto-Research is Fuzz Testing AFL++: Combining Incremental Steps of Fuzzing Research
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.214798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6a2fcbb3-66ec-452c-9111-acaf35f683f9 · outbound
This paper cites A Learning Machine: Part I.
Agentic Auto-Research is Fuzz Testing A Learning Machine: Part I
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.201753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8b7caed5-02f5-4f46-b52b-e337cfeaa2b6 · outbound
This paper cites Scaling Laws for Reward Model Overoptimization.
Agentic Auto-Research is Fuzz Testing Scaling Laws for Reward Model Overoptimization
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.189026Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dad6d249-a49c-4167-ad5a-125044987bd5 · outbound
This paper cites Über formal unentscheidbare Sätze der Principia Mathematica und verwandter Systeme I.
Agentic Auto-Research is Fuzz Testing Über formal unentscheidbare Sätze der Principia Mathematica und verwandter Systeme I
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.177014Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3e3f8bcf-89a8-4b43-8905-4c9519949ef4 · outbound
This paper cites Speculations Concerning the First Ul- traintelligent Machine.
Agentic Auto-Research is Fuzz Testing Speculations Concerning the First Ul- traintelligent Machine
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.164986Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c6f72cb1-493e-40f9-8061-d23580ada192 · outbound
This paper cites Accelerating Scientific Discov- ery with Co-Scientist.
Agentic Auto-Research is Fuzz Testing Accelerating Scientific Discov- ery with Co-Scientist
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.152370Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f7f6ac98-434c-4547-aa7a-19dfccbbf9a7 · outbound
This paper cites Content Fuzzing for Escaping Information Cocoons on Digital Social Me- dia.
Agentic Auto-Research is Fuzz Testing Content Fuzzing for Escaping Information Cocoons on Digital Social Me- dia
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.138796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e656f7f1-c5a5-4d42-9f9b-a98aa3d0b9be · outbound
This paper cites MLA- gentBench: Evaluating Language Agents on Ma- chine Learning Experimentation.
Agentic Auto-Research is Fuzz Testing MLA- gentBench: Evaluating Language Agents on Ma- chine Learning Experimentation
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.124405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d1bdcd0c-ed0e-4271-8342-d7129988cbda · outbound
This paper cites ALE-Bench: A Benchmark for Long-Horizon Objective-Driven Algorithm Engineer- ing.
Agentic Auto-Research is Fuzz Testing ALE-Bench: A Benchmark for Long-Horizon Objective-Driven Algorithm Engineer- ing
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.109605Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4f31befa-86ef-4230-803c-aa057a7b681d · outbound
This paper cites Evaluating Fuzz Testing.
Agentic Auto-Research is Fuzz Testing Evaluating Fuzz Testing
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.625385Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcf6a9a9-5092-4591-b094-b579a35317bb · outbound
This paper cites Abandoning Ob- jectives: Evolution through the Search for Novelty Alone.
Agentic Auto-Research is Fuzz Testing Abandoning Ob- jectives: Evolution through the Search for Novelty Alone
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.630357Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 327d5189-2323-4076-8437-2fc726dd5868 · outbound
This paper cites On a Measure of the Information Provided by an Experiment.
Agentic Auto-Research is Fuzz Testing On a Measure of the Information Provided by an Experiment
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.636111Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2497f5c-202b-43aa-aa18-6c23d1e1bbe1 · outbound
This paper cites The Last Human-Written Paper: Agent-Native Research Artifacts.
Agentic Auto-Research is Fuzz Testing The Last Human-Written Paper: Agent-Native Research Artifacts
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.643545Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84105d83-9e65-4b30-9c70-4308e6a3555a · outbound
This paper cites AIGS: Generating Science from AI-Powered Automated Falsification.
Agentic Auto-Research is Fuzz Testing AIGS: Generating Science from AI-Powered Automated Falsification
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.649250Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55cbf69a-8c55-4d52-8ceb-9c52824d2ebc · outbound
This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.
Agentic Auto-Research is Fuzz Testing The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.654896Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69810099-83c5-4f73-be78-5b1523a4639b · outbound
This paper cites Prompt Fuzzing for Fuzz Driver Generation.
Agentic Auto-Research is Fuzz Testing Prompt Fuzzing for Fuzz Driver Generation
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.662457Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a878b3ff-5be8-4d0f-aad0-48bd62ddb05e · outbound
This paper cites The Art, Science, and Engineering of Fuzzing: A Survey.
Agentic Auto-Research is Fuzz Testing The Art, Science, and Engineering of Fuzzing: A Survey
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.095488Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation abe0c065-81c7-4daf-8def-71ea10c51c1f · outbound
This paper cites Illuminating search spaces by mapping elites.
Agentic Auto-Research is Fuzz Testing Illuminating search spaces by mapping elites
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.672812Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edd5b415-64f5-40d3-a714-1412535c893f · outbound
This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.
Agentic Auto-Research is Fuzz Testing AlphaEvolve: A coding agent for scientific and algorithmic discovery
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.680580Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98d154a7-a2de-464c-bff0-1719fca737e8 · outbound
This paper cites The Effects of Reward Misspecification: Mapping and Mitigating Misaligned Models.
Agentic Auto-Research is Fuzz Testing The Effects of Reward Misspecification: Mapping and Mitigating Misaligned Models
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.081520Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1b570125-e1be-4fa7-8aae-274736b48b0b · outbound
This paper cites LLM Evaluators Recognize and Favor Their Own Generations.
Agentic Auto-Research is Fuzz Testing LLM Evaluators Recognize and Favor Their Own Generations
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.068448Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dcbec012-f47d-4d52-8eca-1f097e44a7c4 · outbound
This paper cites Curiosity-driven Exploration by Self-supervised Prediction.
Agentic Auto-Research is Fuzz Testing Curiosity-driven Exploration by Self-supervised Prediction
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.693685Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41b61815-a489-4a45-9912-ca47b4969ff3 · outbound
This paper cites Modern Bayesian Experimental De- sign.
Agentic Auto-Research is Fuzz Testing Modern Bayesian Experimental De- sign
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.698039Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b692380-1411-42ad-a1ed-2a625398ee74 · outbound
This paper cites Towards Scientific Dis- covery with Generative AI: Progress, Opportunities, and Challenges.
Agentic Auto-Research is Fuzz Testing Towards Scientific Dis- covery with Generative AI: Progress, Opportunities, and Challenges
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.051576Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation aed8d400-f8a6-4d2f-9da4-51dfc71d1256 · outbound
This paper cites Classes of Recursively Enumerable Sets and Their Decision Problems.
Agentic Auto-Research is Fuzz Testing Classes of Recursively Enumerable Sets and Their Decision Problems
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.037142Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 24555c14-c00f-4e40-bea1-b7a7a65dd82e · outbound
This paper cites Mathematical Discoveries from Program Search with Large Language Models.
Agentic Auto-Research is Fuzz Testing Mathematical Discoveries from Program Search with Large Language Models
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.023915Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 82729eb0-7210-409f-b00c-4915c235f44b · outbound
This paper cites Agent Laboratory: Using LLM Agents as Research Assistants.
Agentic Auto-Research is Fuzz Testing Agent Laboratory: Using LLM Agents as Research Assistants
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:07.010463Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 93eec5fd-7ca7-48ed-a0f9-7479716bd5a6 · outbound
This paper cites Ultimate Cognition à la Gödel.
Agentic Auto-Research is Fuzz Testing Ultimate Cognition à la Gödel
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.976105Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b3ecce25-ea2f-470e-80f4-4ab4ecbd7341 · outbound
This paper cites Can LLMs Generate Novel Research Ideas? A Large-Scale Hu- man Study with 100+ NLP Researchers.
Agentic Auto-Research is Fuzz Testing Can LLMs Generate Novel Research Ideas? A Large-Scale Hu- man Study with 100+ NLP Researchers
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.958952Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a0f3035e-3e98-43d7-84f1-38eb1e279e83 · outbound
This paper cites Defining and Characterizing Reward Gaming.
Agentic Auto-Research is Fuzz Testing Defining and Characterizing Reward Gaming
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.938619Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 92bfde03-4666-4856-ac0e-9bc02d92e969 · outbound
This paper cites Scaling LLM Test-Time Compute Optimally Can Be More Effec- tive than Scaling Parameters for Reasoning.
Agentic Auto-Research is Fuzz Testing Scaling LLM Test-Time Compute Optimally Can Be More Effec- tive than Scaling Parameters for Reasoning
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.924035Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 91f095d7-c654-451b-8739-01a8a8443623 · outbound
This paper cites an unresolved cited work.
Agentic Auto-Research is Fuzz Testing Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T05:31:06.910001Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a7398345-f1b0-454c-b858-3690a35788fe · outbound
This paper cites The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies.
Agentic Auto-Research is Fuzz Testing The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.898150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f488f85d-9881-4b70-a391-4c98a13d30d1 · outbound
This paper cites AI Research Agents for Ma- chine Learning: Search, Exploration, and General- ization in MLE-bench.
Agentic Auto-Research is Fuzz Testing AI Research Agents for Ma- chine Learning: Search, Exploration, and General- ization in MLE-bench
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.884106Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 37909d0c-1004-46a1-8ff6-0629446e772b · outbound
This paper cites On Computable Numbers, with an Application to the Entscheidungsproblem.
Agentic Auto-Research is Fuzz Testing On Computable Numbers, with an Application to the Entscheidungsproblem
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.870103Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bcca53e0-4df5-45aa-b8be-f2bddb4583d8 · outbound
This paper cites Large Language Models are not Fair Evaluators.
Agentic Auto-Research is Fuzz Testing Large Language Models are not Fair Evaluators
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.855947Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7619f226-e7de-45f8-accd-2b2b0483ce93 · outbound
This paper cites RE-Bench: Evaluating Frontier AI R&D Capabilities of Language Model Agents against Human Experts.
Agentic Auto-Research is Fuzz Testing RE-Bench: Evaluating Frontier AI R&D Capabilities of Language Model Agents against Human Experts
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.841600Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9f82b0d5-4471-486d-a775-bfce9c322e00 · outbound
This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.
Agentic Auto-Research is Fuzz Testing The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.788489Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 892aa5ec-4dbd-4629-ad3c-5b2d2302393d · outbound
This paper cites NAS Evaluation Is Frustratingly Hard.
Agentic Auto-Research is Fuzz Testing NAS Evaluation Is Frustratingly Hard
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.818921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a49e3060-957f-4a10-9ef6-213a7d1157ea · outbound
This paper cites Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review.
Agentic Auto-Research is Fuzz Testing Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.797221Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10e3487c-48c1-42b2-8ae8-14f3fa9a4e41 · outbound
This paper cites Dolphin: Moving Towards Closed- loop Auto-research through Thinking, Practice, and Feedback.
Agentic Auto-Research is Fuzz Testing Dolphin: Moving Towards Closed- loop Auto-research through Thinking, Practice, and Feedback
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:31:05.801485Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 548ea2b2-01c4-40e8-8615-b60037ec01e3 · outbound
This paper cites Position: LLMs Can’t Jump.
Agentic Auto-Research is Fuzz Testing Position: LLMs Can’t Jump
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.804773Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ad627df0-b705-4295-ad88-1ee918b62c1c · outbound
This paper cites Zalewski.American Fuzzy Lop (AFL).
Agentic Auto-Research is Fuzz Testing Zalewski.American Fuzzy Lop (AFL)
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.789945Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 885c986b-eac3-4395-b451-94c833bb0e6d · outbound
This paper cites LLAMA- FUZZ: Large Language Model Enhanced Greybox Fuzzing.
Agentic Auto-Research is Fuzz Testing LLAMA- FUZZ: Large Language Model Enhanced Greybox Fuzzing
Reference 58
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-11T05:31:06.005863Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9ce60152-0e53-42d5-9555-dbdde4bbee69 · outbound
This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.
Agentic Auto-Research is Fuzz Testing Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.777396Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 24e4d74f-04dd-4c9a-9b19-1fe4016cdedb · outbound
This paper cites Neural Architecture Search with Reinforcement Learning.
Agentic Auto-Research is Fuzz Testing Neural Architecture Search with Reinforcement Learning
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.763454Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5bbfe757-0dc0-45c7-84de-a895aec551b4 · outbound
This paper cites 5977–6043.DOI: 10.
Agentic Auto-Research is Fuzz Testing 5977–6043.DOI: 10
Reference 2025
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:31:06.993181Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
No inbound Pith citation observations are available.