Paper Citation Record · LEDGER

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

As of 24 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 9 inbound Pith citation observations for arXiv:2506.20807.

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

pith.paper-citation-record.v1
2506.20807 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:45:01.323970Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:52:48.782723Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy13
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation e7ae1b15-3af5-4b0e-b8d9-ad814e4ca8ea · outbound

This paper cites AMD Instinct MI300 Instruction Set Architecture Reference Guide , 2024.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization AMD Instinct MI300 Instruction Set Architecture Reference Guide , 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:03.963399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6a74e4c5-610a-4486-8372-a4e9bca91968 · outbound

This paper cites AMD developer challenge, May 2025 a.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization AMD developer challenge, May 2025 a

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:03.810822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fa21a91d-c614-4c43-8dab-edc756e1b7e9 · outbound

This paper cites Amd matrix instruction calculator, 2025 b.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization Amd matrix instruction calculator, 2025 b

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:03.598972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7c990e97-b37d-4162-8543-3b236e96ae52 · outbound

This paper cites AMD rocWMMA library, 2025 c.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization AMD rocWMMA library, 2025 c

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:03.369665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ead86d70-5504-42b3-848a-317c24ffa72f · outbound

This paper cites OpenTuner.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization OpenTuner

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:03.219843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7c84b745-55ad-424a-8878-86f157962d1c · outbound

This paper cites How to write a fast matrix multiplication from scratch with Tensor Cores , 8 2024.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization How to write a fast matrix multiplication from scratch with Tensor Cores , 8 2024

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:03.055410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 810576c1-b701-47b6-b5e3-6f44774b4072 · outbound

This paper cites How to optimize a CUDA matmul kernel for cuBLAS -like performance: a worklog, 12 2022.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization How to optimize a CUDA matmul kernel for cuBLAS -like performance: a worklog, 12 2022

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:02.907808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 84d1e8ec-31ac-4701-8c24-12ae158df04d · outbound

This paper cites S., Michalewski, H., Osindero, S., and Rockt\" a schel, T.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization S., Michalewski, H., Osindero, S., and Rockt\" a schel, T

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:02.727167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 203972be-bc72-44d8-b411-ca62de2f0c25 · outbound

This paper cites an unresolved cited work.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:45:02.589089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 071e24ea-62b2-4ab7-a444-b5e9b6f41c28 · outbound

This paper cites an unresolved cited work.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:45:02.432972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation be81873f-fae3-4e27-ad33-466c698a55f0 · outbound

This paper cites T., Prasad, A., Sun, Q., Faldor, M., Tang, Y., and Ha, D.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization T., Prasad, A., Sun, Q., Faldor, M., Tang, Y., and Ha, D

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:02.251243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 516c3709-b5a3-45aa-b98c-f11a97afac99 · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:00.574318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dc92da1-5e01-4350-9583-20b1ce19dcab · outbound

This paper cites Illuminating search spaces by mapping elites.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization Illuminating search spaces by mapping elites

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:00.685769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd3d37fb-339b-4df3-a945-0e04f24bab6c · outbound

This paper cites Scalable parallel programming with CUDA.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization Scalable parallel programming with CUDA

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:02.020515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0ec69ba9-72ca-43bb-8311-dcd37716ec76 · outbound

This paper cites Z., Shirobokov, S., Kozlovskii, B., Ruiz, F.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization Z., Shirobokov, S., Kozlovskii, B., Ruiz, F

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:01.837571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c8a0dfaa-5eb7-4c88-83b0-8fea0c7e3bb3 · outbound

This paper cites KernelBench: Can LLMs Write Efficient GPU Kernels?.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization KernelBench: Can LLMs Write Efficient GPU Kernels?

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:00.878734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc7f358f-6c56-4ac6-b86a-76700f1c1a38 · outbound

This paper cites P., Dupont, E., Ruiz, F.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization P., Dupont, E., Ruiz, F

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:01.695977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 782fce6b-6a40-4773-9ce7-04df38c5fc36 · outbound

This paper cites ThunderKittens: Simple, Fast, and Adorable AI Kernels.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization ThunderKittens: Simple, Fast, and Adorable AI Kernels

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:00.994748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4963ac5e-d578-4843-a847-0269e9863f1d · outbound

This paper cites T., and Cox, D.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization T., and Cox, D

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:01.536506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5a6d75f4-be7e-40d0-8386-7d3760a47587 · outbound

This paper cites Kernel tuner: A search-optimizing GPU code auto-tuner.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization Kernel tuner: A search-optimizing GPU code auto-tuner

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:01.166085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7812b6c-9fa6-4a9a-8e69-14f708612a31 · outbound

This paper cites TileLang: A Composable Tiled Programming Model for AI Systems.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization TileLang: A Composable Tiled Programming Model for AI Systems

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:01.246999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64c211b4-6e13-4325-82ff-0eeda1737775 · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:01.323970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c01fd3fa-c52e-4862-996a-2125ba499365 · inbound

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization cites this paper.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.782723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64dcaa57-d71e-48b7-8cd4-ca79cfebe436 · inbound

Glia: A Human-Inspired AI for Automated Systems Design and Optimization cites this paper.

Glia: A Human-Inspired AI for Automated Systems Design and Optimization GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-18T03:30:50.935221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d8b2c679-3692-44e0-94e4-9352024eafb8 · inbound

Towards Automated Kernel Generation in the Era of LLMs cites this paper.

Towards Automated Kernel Generation in the Era of LLMs GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T08:49:45.747171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c322bb4-a551-431a-91c3-0f9d0beb48d0 · inbound

AscendOptimizer: Episodic Agent for Ascend NPU Operator Optimization cites this paper.

AscendOptimizer: Episodic Agent for Ascend NPU Operator Optimization GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-21T10:20:00.050268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 114c122c-dcb9-437a-aff5-85cf3ea1a95c · inbound

Optimas: An Intelligent Analytics-Informed Generative AI Framework for Performance Optimization cites this paper.

Optimas: An Intelligent Analytics-Informed Generative AI Framework for Performance Optimization GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:36:18.272039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0534fc59-d561-4628-bce3-68a72be2821d · inbound

Learning When to Optimize: Verified Optimization Skills from Expert GPU-Kernel Lineages cites this paper.

Learning When to Optimize: Verified Optimization Skills from Expert GPU-Kernel Lineages GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:33:24.687974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cd63c4a0-f911-4416-a72d-498393bbd756 · inbound

Unlocking LLM Code Correction with Iterative Feedback Loops cites this paper.

Unlocking LLM Code Correction with Iterative Feedback Loops GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-27T00:20:16.753918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f7418655-a266-4ea3-bd19-012f53ec5278 · inbound

Optimizing CUDA like a Human: Micro-Profiling Tools as Expert Surrogates for LLM-Based GPU Kernel Optimization cites this paper.

Optimizing CUDA like a Human: Micro-Profiling Tools as Expert Surrogates for LLM-Based GPU Kernel Optimization GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-04T15:59:56.428328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 707b381b-8dac-4a58-bf08-6e08267371fe · inbound

CANN Bench: Benchmarking Agent Generated Kernels against Real NPU and Algorithmic Limits cites this paper.

CANN Bench: Benchmarking Agent Generated Kernels against Real NPU and Algorithmic Limits GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T08:11:50.568559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.