Paper Citation Record · LEDGER

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks

As of 7 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2607.28301.

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

pith.paper-citation-record.v1
2607.28301 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T11:51:17.713769Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

16 of 16 outbound references displayed

verified exact0
verified fuzzy0
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7fd94f80-cde0-44d9-90c5-7cfdcf8422cd · outbound

This paper cites InIWOMP 2023, 18–33.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks InIWOMP 2023, 18–33

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:16.617095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4df1d12c-fb48-4747-8969-240dbe203045 · outbound

This paper cites an unresolved cited work.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:16.780567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7392bfa-6c09-4a4c-aa3f-73b753af7445 · outbound

This paper cites InICPP-W 2025, 1–8.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks InICPP-W 2025, 1–8

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:16.932725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1db59a4-2846-4528-b9f1-95566329cc1a · outbound

This paper cites InSC-W 2023, 215–223.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks InSC-W 2023, 215–223

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.195369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a79d8740-f6dc-4a32-9803-47b5eaf85d45 · outbound

This paper cites The Landscape and Challenges of HPC Research and LLMs.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks The Landscape and Challenges of HPC Research and LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.271623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4253ba02-6936-4baa-9bb0-d29385a550bf · outbound

This paper cites OMPar: Automatic Parallelization with AI-Driven Source-to-Source Compilation.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks OMPar: Automatic Parallelization with AI-Driven Source-to-Source Compilation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.365405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e846d069-e54d-434c-9b1b-067ed4fec7e9 · outbound

This paper cites an unresolved cited work.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.444492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84439784-2bf4-4eb8-9a74-82ad13ed103c · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.512367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9de49774-5509-4591-bdff-276636728b8d · outbound

This paper cites GPT-4 Technical Report.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks GPT-4 Technical Report

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.585632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62dfc74d-22c6-4a6b-b2b6-5aa6a358c002 · outbound

This paper cites Qwen2.5 Technical Report.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks Qwen2.5 Technical Report

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.641419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44f17e1c-a2ec-401e-99a6-cc067987207d · outbound

This paper cites LLM as HPC Expert: Extending RAG Architecture for HPC Data.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks LLM as HPC Expert: Extending RAG Architecture for HPC Data

Reference 81

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.089714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24159bee-de49-4a41-a37b-efc79102b5a5 · outbound

This paper cites 2020 (ongoing).

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks 2020 (ongoing)

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.713769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 870b0654-3782-4d6e-b20f-ff45ba825b62 · outbound

This paper cites InSC-W 2023, 951–960.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks InSC-W 2023, 951–960

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:16.549534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcfc65c8-4cf1-4a77-9e3d-a0ce60e91604 · outbound

This paper cites InSC-W 2024, 19–24.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks InSC-W 2024, 19–24

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:16.865154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13d2e9d5-c081-4e65-a032-b7e57c2a9bf1 · outbound

This paper cites InSC-W 2025, 727–739.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks InSC-W 2025, 727–739

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:16.710813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5dcc5a4-4bda-4596-9e08-d996d23e30fd · outbound

This paper cites InHigh Performance Com- puting (ISC 2025), Springer, 626–638.

HARGO: Heterogeneity-Aware Reward-Guided Optimization for RL Post-Training of LLMs on HPC Tasks InHigh Performance Com- puting (ISC 2025), Springer, 626–638

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-07-31T11:51:17.023860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.