Paper Citation Record · LEDGER

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization

As of 18 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 8 inbound Pith citation observations for arXiv:2508.20258.

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

pith.paper-citation-record.v1
2508.20258 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:52:48.879174Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:17:05.015451Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T22:29:00.455930Z

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy12
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e4fa1617-73b4-46dd-b6ea-ab8848447d71 · outbound

This paper cites Learning to optimize halide with tree search and random programs.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Learning to optimize halide with tree search and random programs

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.395532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f89de765-a9d3-488f-8d16-760f3e165eae · outbound

This paper cites GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.769505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31f951f8-3696-4014-9fb8-f68bd63548ff · outbound

This paper cites Heterogeneous-computing interface for portability (HIP).

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Heterogeneous-computing interface for portability (HIP)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.382299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 292641d1-778e-4417-9bdd-35500a258163 · outbound

This paper cites ROCprofiler-SDK: Application profiling, tracing, and performance analysis.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization ROCprofiler-SDK: Application profiling, tracing, and performance analysis

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.367684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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

This paper cites GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization.

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 4c3ce8d3-a7b1-4892-adc0-6bd824b8e534 · outbound

This paper cites Opentuner: An extensible framework for program autotuning.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Opentuner: An extensible framework for program autotuning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.787433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a52275-2c27-4c13-ba48-933fee9af7c4 · outbound

This paper cites Intelliperf: LLM-powered autonomous GPU performance engineer, July 2025.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Intelliperf: LLM-powered autonomous GPU performance engineer, July 2025

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.354652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b683da53-5549-4f81-b824-1b0157d8bf3c · outbound

This paper cites Kevin: Multi-Turn RL for Generating CUDA Kernels.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Kevin: Multi-Turn RL for Generating CUDA Kernels

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.796751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 657f3e46-93ea-4dd0-915e-200af479c25d · outbound

This paper cites Learning to Optimize Tensor Programs.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Learning to Optimize Tensor Programs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.801185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e09d121e-42cf-4a1a-8c3e-a243a38349c0 · outbound

This paper cites Multi-Head Attention: Collaborate Instead of Concatenate.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Multi-Head Attention: Collaborate Instead of Concatenate

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.805535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7213ee2c-2d07-4ec6-bff6-6769b9ca088a · outbound

This paper cites Flashattention: Fast and memory-efficient exact attention with io-awareness.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Flashattention: Fast and memory-efficient exact attention with io-awareness

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.809913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0e5c09b-8fae-4560-ba02-65543371751f · outbound

This paper cites Flex Attention: A Programming Model for Generating Optimized Attention Kernels.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Flex Attention: A Programming Model for Generating Optimized Attention Kernels

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.813709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36a59c8e-378c-472c-9ca2-d2b8f488d599 · outbound

This paper cites an unresolved cited work.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:52:49.334947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 36c229e2-23ef-4c6a-a53b-c3b69a30d2e3 · outbound

This paper cites An integrated gpu power and performance model.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization An integrated gpu power and performance model

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.322336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2b7a7be9-8b5b-4b02-a5d0-a31b7fc2cc6b · outbound

This paper cites Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.825748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01ff1895-c04d-4c8b-9061-9db7b4b22854 · outbound

This paper cites Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.308726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cd925acc-6a93-4223-9eb5-4146574b6d0e · outbound

This paper cites CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.833300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c4d4751-0e71-4a38-821b-cef0392ce7fb · outbound

This paper cites Competition-level code generation with alphacode.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Competition-level code generation with alphacode

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.837373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9da3f234-6622-41cf-8e98-07c8b900f353 · outbound

This paper cites Rigorous evaluation of computer processors with statistical model checking.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Rigorous evaluation of computer processors with statistical model checking

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.282434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 58f2089d-5bf0-4f28-b3a6-5a3b26175670 · outbound

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

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization KernelBench: Can LLMs Write Efficient GPU Kernels?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.844809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6446b73b-9261-4bfb-a52b-e267b74cac26 · outbound

This paper cites Quarch: A question-answering dataset for ai agents in computer architecture.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Quarch: A question-answering dataset for ai agents in computer architecture

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.256650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6a1a9ed2-b8e6-4477-9869-f92f4785ce49 · outbound

This paper cites Lean Attention: Hardware-Aware Scalable Attention Mechanism for the Decode-Phase of Transformers.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Lean Attention: Hardware-Aware Scalable Attention Mechanism for the Decode-Phase of Transformers

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.852560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f06d7f6-6316-44d0-b099-f14a41ba61e9 · outbound

This paper cites Learning Performance-Improving Code Edits.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Learning Performance-Improving Code Edits

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.857043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 830203f4-87ea-4b39-a89d-9a4d09ff2d8a · outbound

This paper cites 11.1 amd instincttm mi300 series modular chiplet package–hpc and ai accelerator for exa-class systems.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization 11.1 amd instincttm mi300 series modular chiplet package–hpc and ai accelerator for exa-class systems

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.243144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 702965d7-d447-42e8-a886-19971e214975 · outbound

This paper cites MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:48.865474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af9f8efc-6079-4649-8d54-4b1b0d9bc7db · outbound

This paper cites Measuring energy and power with papi.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Measuring energy and power with papi

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.229627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3ebd13be-26ad-4035-89b2-a6dfffaa1053 · outbound

This paper cites Clint Whaley, Antoine Petitet, and Jack J.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Clint Whaley, Antoine Petitet, and Jack J

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.209755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8c3b6360-621b-4fdb-bb46-51fe55499cbd · outbound

This paper cites Gonzalez, Ion Stoica, and Koushik Sen.

SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization Gonzalez, Ion Stoica, and Koushik Sen

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:52:49.191567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 88e47590-849a-4654-858c-22b63208049d · inbound

CUDA-L2: Surpassing cuBLAS Performance for Matrix Multiplication through Reinforcement Learning cites this paper.

CUDA-L2: Surpassing cuBLAS Performance for Matrix Multiplication through Reinforcement Learning SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T19:04:28.510867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bcbc9cb-2ef2-4442-ad32-d721ebd61e73 · inbound

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

Towards Automated Kernel Generation in the Era of LLMs SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T08:49:50.385438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86fcc89c-f9cc-45dc-8373-fdd0747458cf · inbound

LEO: Tracing GPU Stall Root Causes via Cross-Vendor Backward Slicing cites this paper.

LEO: Tracing GPU Stall Root Causes via Cross-Vendor Backward Slicing SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-10T01:04:50.649360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 59802901-4e8e-49ce-8369-9e723d36cdee · inbound

LEO: Tracing GPU Stall Root Causes via Cross-Vendor Backward Slicing cites this paper.

LEO: Tracing GPU Stall Root Causes via Cross-Vendor Backward Slicing SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T15:49:36.610007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0670648b-7238-4aa5-936d-26be8e3c7ff1 · inbound

Kernel Foundry: A Diagnosis-driven Evolutionary Kernel Optimizer with Multi-Experts cites this paper.

Kernel Foundry: A Diagnosis-driven Evolutionary Kernel Optimizer with Multi-Experts SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-06-30T23:35:07.141292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 460e180a-3037-4469-8328-8c697cb0b7bf · inbound

Kernel Foundry: A Diagnosis-driven Evolutionary Kernel Optimizer with Multi-Experts cites this paper.

Kernel Foundry: A Diagnosis-driven Evolutionary Kernel Optimizer with Multi-Experts SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T05:17:05.015451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a565637-34fa-4324-8f73-ba9102e76de5 · inbound

SpecGen: Accelerating Agentic Kernel Optimization with Speculative Generation cites this paper.

SpecGen: Accelerating Agentic Kernel Optimization with Speculative Generation SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T22:29:00.457665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 030a03f7-669e-4e8b-b5a6-e982ee3547f3 · inbound

JAXBench: Benchmarking Autonomous TPU Kernel Optimization cites this paper.

JAXBench: Benchmarking Autonomous TPU Kernel Optimization SwizzlePerf: Hardware-Aware LLMs for GPU Kernel Performance Optimization

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T13:46:47.513187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.