Paper Citation Record · LEDGER

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation

As of 16 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2607.20908.

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

pith.paper-citation-record.v1
2607.20908 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:35:43.954755Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact2
verified fuzzy2
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e28fdee3-c240-4fc2-9a30-b7015b90c302 · outbound

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

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Kevin: Multi-Turn RL for Generating CUDA Kernels

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.831799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9119fff1-1023-4230-ac9c-372bd003ee55 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Evaluating Large Language Models Trained on Code

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.842904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dbb4663-1013-4587-ba45-113ff493a122 · outbound

This paper cites an unresolved cited work.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:35:44.975652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0fee6422-ca5a-47e6-941e-33bc14a61218 · outbound

This paper cites an unresolved cited work.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Unresolved cited work

Reference 13

Resolution: verified exact; raw_fallback, observed 2026-08-15T15:35:44.449959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 13322665-f22e-4cce-9867-3def0618ab01 · outbound

This paper cites an unresolved cited work.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.893745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f83d322-917d-459d-b485-0836c1f69129 · outbound

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

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.898391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db25c021-b1b2-4402-aac1-47dd6772f7c7 · outbound

This paper cites KernelEvolve: Scaling Agentic Kernel Coding for Heterogeneous AI Accelerators at Meta.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation KernelEvolve: Scaling Agentic Kernel Coding for Heterogeneous AI Accelerators at Meta

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.903160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0af3c122-52b0-497f-be0b-c8ea8fac9cae · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.908116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8deb958-d831-4a13-a7a8-ef35a37d1931 · outbound

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

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation KernelBench: Can LLMs Write Efficient GPU Kernels?

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.913340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f57c09ea-b050-4a2e-adb1-f8a850a4cef0 · outbound

This paper cites Qwen3 Technical Report.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Qwen3 Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.923369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ba47d87-9b74-4676-9d42-43f6a3708129 · outbound

This paper cites Learning Performance-Improving Code Edits.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Learning Performance-Improving Code Edits

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.928599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6c3783d-8362-46be-aca4-926cda98d36d · outbound

This paper cites Reinforcement Learning for Reasoning in Large Language Models with One Training Example.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Reinforcement Learning for Reasoning in Large Language Models with One Training Example

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.939377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcd94a65-07c8-46f9-956a-e4f8a0768a65 · outbound

This paper cites ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.944364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f384bae8-2a04-4555-99c7-d7863947d040 · outbound

This paper cites an unresolved cited work.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.949680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 613ff5da-7813-48a7-81d1-870c141b4cab · outbound

This paper cites These features are integrated into the reinforcement learning reward to guide the model toward efficient parallel implementations.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation These features are integrated into the reinforcement learning reward to guide the model toward efficient parallel implementations

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:35:44.944637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 66add268-a6a3-4546-9455-f27ca8322428 · outbound

This paper cites RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning

Reference 2007

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.868636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07d401ca-2215-4975-98ff-149be4e03c3c · outbound

This paper cites Qwen2.5-Coder Technical Report.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Qwen2.5-Coder Technical Report

Reference 2009

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.883971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91472e1e-5cff-4b10-b450-6e6e00f7064f · outbound

This paper cites Waghjale, V.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Waghjale, V

Reference 2010

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:35:44.960486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1cf2e7b9-785c-4735-beb3-7cef0a5846af · outbound

This paper cites an unresolved cited work.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Unresolved cited work

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.853597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ba13fcb-5933-4335-a468-e3db0bae8f9c · outbound

This paper cites CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.918189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84eb02a7-44e2-49cc-92f1-043394c3f43f · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.878922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c013e5fa-7887-42ab-8eac-1d723ebdf9c2 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Training Verifiers to Solve Math Word Problems

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.848685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acdd1b21-f221-40c4-acaf-950d897757c8 · outbound

This paper cites an unresolved cited work.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Unresolved cited work

Reference 2023

Resolution: verified exact; raw_fallback, observed 2026-08-15T15:35:44.586153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0b8c9b57-bcd0-475d-939a-c95598296d59 · outbound

This paper cites Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.874204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d70516c7-7b02-4405-a85c-0c8f74b26069 · outbound

This paper cites Bhattacharjee, H.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Bhattacharjee, H

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:43.837557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e3b22e2-01bd-437c-95d3-2cd3dd305bd3 · outbound

This paper cites an unresolved cited work.

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation Unresolved cited work

Reference 2026

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:35:44.991895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.