Paper Citation Record · LEDGER

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

As of 9 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 22 inbound Pith citation observations for arXiv:2507.23194.

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

pith.paper-citation-record.v1
2507.23194 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:01:38.353250Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 22 of 22 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:56:06.062666Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T04:59:36.315299Z

Reference resolution

21 of 21 outbound references displayed

verified exact0
verified fuzzy10
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 87c292b8-d022-4b45-be76-3bda08c5de02 · outbound

This paper cites Tritonbench: Benchmarking large language model capabilities for generating triton operators, 2025.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Tritonbench: Benchmarking large language model capabilities for generating triton operators, 2025

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.904883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ed823f7e-966c-46ae-aced-c04e190979e0 · outbound

This paper cites Program synthesis with large language models, 2021.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Program synthesis with large language models, 2021

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T11:01:38.103435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 115f5a4e-1848-41bf-abd3-b50705d88aab · outbound

This paper cites Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation, 2023.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation, 2023

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T11:01:38.122390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9f24425-8991-4beb-b04f-8b4f666d554e · outbound

This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T11:01:38.133194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 497f3608-28dc-43d1-b036-ec60d1a6a762 · outbound

This paper cites Learning performance-improving code edits, 2024.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Learning performance-improving code edits, 2024

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.845046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7791c1c8-ed83-4f64-986a-c5d2d436aadc · outbound

This paper cites an unresolved cited work.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:01:38.818613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b6f18be5-5a76-4dba-9b30-d65b2c9e15b7 · outbound

This paper cites How efficient is llm-generated code? a rigorous & high-standard benchmark, 2025.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks How efficient is llm-generated code? a rigorous & high-standard benchmark, 2025

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.791824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8f3086e4-15fc-453b-a45a-8711dd6f1bf7 · outbound

This paper cites Davis, Zhaojun Xie, Arjun Rajaram, and Abhinav Bhatele.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Davis, Zhaojun Xie, Arjun Rajaram, and Abhinav Bhatele

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.764579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 29b11eff-582a-4196-8e9a-fbbf21cf8a01 · outbound

This paper cites Hpc-coder-v2: Studying code llms across low-resource parallel languages, 2024.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Hpc-coder-v2: Studying code llms across low-resource parallel languages, 2024

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.726284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 14dc1f30-bdb3-4459-8bb9-92d5787dc9bf · outbound

This paper cites Zhang, William Hu, Christopher Ré, and Azalia Mirhoseini.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Zhang, William Hu, Christopher Ré, and Azalia Mirhoseini

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.698936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8651946e-b678-43f3-969b-79025147792f · outbound

This paper cites an unresolved cited work.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T11:01:38.220855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac21cf93-066e-4eeb-ae7f-7ffb52024a9f · outbound

This paper cites Qwen2.5- coder technical report, 2024.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Qwen2.5- coder technical report, 2024

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T11:01:38.231981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7ba2fc6-7b3c-4f7f-a652-d7078267bd04 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning, 2023.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Reflexion: Language agents with verbal reinforcement learning, 2023

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T11:01:38.243367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5218979-c04b-4195-910a-abdc59e22acd · outbound

This paper cites Le, Denny Zhou, and Xinyun Chen.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Le, Denny Zhou, and Xinyun Chen

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.644501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 86623511-e484-4f08-b5e6-6e02e900bb5a · outbound

This paper cites load ( X + off2d ) # Load entire block 2 x = tl.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks load ( X + off2d ) # Load entire block 2 x = tl

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.600631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1a5bbc2a-bc86-4fb3-b110-ef2b90c5dcbf · outbound

This paper cites an unresolved cited work.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:01:38.572051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 20fd81ca-6211-46e1-868e-fde227e4064c · outbound

This paper cites an unresolved cited work.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:01:38.544890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3e310629-ed14-4ed8-a825-4b596c5b005a · outbound

This paper cites load ( x_ptrs , mask = mask , other =0) 5 tl.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks load ( x_ptrs , mask = mask , other =0) 5 tl

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.507947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2c8188ce-49ec-4111-987d-aae4fe3dbc4f · outbound

This paper cites an unresolved cited work.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:01:38.473916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ae85c2ba-2b05-4f45-a253-90c917364a81 · outbound

This paper cites an unresolved cited work.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:01:38.442301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e14b5566-55d8-4342-9c71-885d615b4a04 · outbound

This paper cites Evaluating AI-generated code must be paired with broad and well-crafted unit tests.

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks Evaluating AI-generated code must be paired with broad and well-crafted unit tests

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:01:38.402771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 03684cc1-1c48-4208-ac52-c0fc5903f379 · inbound

Characterizing Deep Research: A Benchmark and Formal Definition cites this paper.

Characterizing Deep Research: A Benchmark and Formal Definition Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T00:56:06.062666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d563df6c-be94-42ff-a3a8-dbc10cdd5045 · inbound

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

Towards Automated Kernel Generation in the Era of LLMs Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T08:49:50.597822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0d06f4e-cfc5-4d9d-b013-6a62fa2770f5 · inbound

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

AscendOptimizer: Episodic Agent for Ascend NPU Operator Optimization Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-21T10:20:00.009036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1c482521-e18e-4d5e-bbc9-f1bb35ce81dc · inbound

Kerncap: Automated Kernel Extraction and Isolation for AMD GPUs cites this paper.

Kerncap: Automated Kernel Extraction and Isolation for AMD GPUs Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T10:41:31.938494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d0e6d1ca-d2a5-4cf6-b73e-22cfad1245d0 · inbound

Kerncap: Automated Kernel Extraction and Isolation for AMD GPUs cites this paper.

Kerncap: Automated Kernel Extraction and Isolation for AMD GPUs Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T17:16:07.297725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 722c30cb-7c1e-4e6d-86dd-e1c08fd893bf · inbound

KernelBenchX: A Comprehensive Benchmark for Evaluating LLM-Generated GPU Kernels cites this paper.

KernelBenchX: A Comprehensive Benchmark for Evaluating LLM-Generated GPU Kernels Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:16:08.040127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fe4b8b6e-d0aa-4c99-a82a-450a4acf8f97 · inbound

KernelBenchX: A Comprehensive Benchmark for Evaluating LLM-Generated GPU Kernels cites this paper.

KernelBenchX: A Comprehensive Benchmark for Evaluating LLM-Generated GPU Kernels Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:36:24.540355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e2472825-f126-46fa-83e9-02d21c5c62bb · inbound

AgentKernelArena: Generalization-Aware Benchmarking of GPU Kernel Optimization Agents cites this paper.

AgentKernelArena: Generalization-Aware Benchmarking of GPU Kernel Optimization Agents Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:32:47.937616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dd975703-3e79-4e26-85e2-3f70380cbbc6 · inbound

FastKernels: Benchmarking GPU Kernel Generation in Production cites this paper.

FastKernels: Benchmarking GPU Kernel Generation in Production Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:20:24.354180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 58f906e3-60cd-4b12-860c-4e1d112b184c · 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 Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:33:24.633624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a231227-6bf8-428a-a659-06b0a49a4969 · inbound

PassNet: Scaling Large Language Models for Graph Compiler Pass Generation cites this paper.

PassNet: Scaling Large Language Models for Graph Compiler Pass Generation Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:53:13.249035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dce0837c-2198-481a-a2a1-7257db72c49f · inbound

From Human Guidance to Autonomy: Agent Skill System for End-to-End LLM Deployment on Spatial NPUs cites this paper.

From Human Guidance to Autonomy: Agent Skill System for End-to-End LLM Deployment on Spatial NPUs Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-06-29T13:53:28.512532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 288cb01d-0479-4882-a4b4-4232a4913ee9 · inbound

The Correctness Illusion in LLM-Generated GPU Kernels cites this paper.

The Correctness Illusion in LLM-Generated GPU Kernels Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T04:59:36.317497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dff07886-4998-475e-b85d-dc768a342fe0 · inbound

The Correctness Illusion in LLM-Generated GPU Kernels cites this paper.

The Correctness Illusion in LLM-Generated GPU Kernels Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T10:49:51.028700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1bbe101-89ab-4e0f-8c00-fc90b08860b7 · inbound

Test-Input Generation for Tensor Programs: What Actually Finds Kernel Bugs cites this paper.

Test-Input Generation for Tensor Programs: What Actually Finds Kernel Bugs Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T18:25:58.266421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a2f80e6d-b759-40ac-8e2d-0602c090def0 · inbound

Test-Input Generation for Tensor Programs: What Actually Finds Kernel Bugs cites this paper.

Test-Input Generation for Tensor Programs: What Actually Finds Kernel Bugs Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T10:21:13.888868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdd0df73-588b-4d4f-984c-597f440407d4 · inbound

Static PTX Metrics Track Structural Kernel Regressions but Miss Semantic Ones cites this paper.

Static PTX Metrics Track Structural Kernel Regressions but Miss Semantic Ones Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T12:22:00.027551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f61adfe9-a695-4ab0-9aa6-06907f3d3932 · inbound

Static PTX Metrics Track Structural Kernel Regressions but Miss Semantic Ones cites this paper.

Static PTX Metrics Track Structural Kernel Regressions but Miss Semantic Ones Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T10:19:02.689554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90534542-957b-4a18-a8f9-ca80532c2041 · inbound

Operator-Aware Mixed-Precision Tolerance Calibration for Tensor Kernels cites this paper.

Operator-Aware Mixed-Precision Tolerance Calibration for Tensor Kernels Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T10:21:59.809531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbf36692-796d-4a18-93c4-d74db46a6dbc · 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 Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T08:11:50.680142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a424d0a-ac69-4f2d-9e89-e7c6f562f746 · inbound

Kernel Forge: An Agent Harness for LLM-based Generation and Optimization of CUDA Kernels cites this paper.

Kernel Forge: An Agent Harness for LLM-based Generation and Optimization of CUDA Kernels Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T12:30:27.102520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e7102be-f4b9-478a-b653-cc64a58eb735 · inbound

AtumAI: A Principled Framework for Agentic Generation of Datacenter Control-Plane Policies cites this paper.

AtumAI: A Principled Framework for Agentic Generation of Datacenter Control-Plane Policies Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T04:39:20.656834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.