Paper Citation Record · LEDGER

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2

As of 10 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2502.10299.

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

pith.paper-citation-record.v1
2502.10299 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T18:38:07.827246Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:49:37.838235Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-04T20:49:38.396785Z

Reference resolution

27 of 27 outbound references displayed

verified exact2
verified fuzzy1
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b782dd21-0b08-4af5-93fd-1bf5fe0f0291 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.783143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6e9c69cb-6931-45d4-8255-88286ef5d3f7 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.767106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 826f833b-9d48-4fbf-a889-34037eb649a5 · outbound

This paper cites Murray, Benoit Steiner, Paul Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Murray, Benoit Steiner, Paul Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T18:38:08.750564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8bcf9650-3ee7-49a7-943d-dbb04ed0524c · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.734042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 610bd5e0-3bf8-4e69-8683-4220d1b68026 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 5

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-07T18:38:08.374453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9a9a5256-18b0-4a4b-9d49-015ba275d7ae · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.717795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3d509838-00d4-48a5-800f-4cc9a94d50f6 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.702054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 39442ab9-b831-4d01-8f1f-7ced1977ccf8 · outbound

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

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T18:38:07.733300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6a2c865-0d6a-425a-8b19-8430825e81c4 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.685873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c27546cd-564f-4436-9071-00476ce04bfb · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.669730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0419f351-afec-4fea-a33e-9d5e450d3f04 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.653213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 92e0abb8-fb1e-4788-9817-a5cc9b9ddd89 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.636764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 015e3f55-a4f4-4432-b56f-e7e7e3225247 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.619850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 78e24b27-d061-4903-aba7-a3a5534ffac7 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.603709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b9afb54c-64e4-449c-ac14-b3b7ef027ef7 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.587080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 915fcac1-0ae1-49b7-a0c0-03e98af13495 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.570110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9536e96a-0475-4ff1-80b9-0a18efad8f9a · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.551619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 61c81967-115b-4fcf-a467-52f4dd456b0b · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.534046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3bd0282e-3c46-46ee-a096-e2b7f390624f · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.517272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bbbbd4ac-2ba6-4965-aeaa-743f6a70dec2 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.500206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3fce9efa-b355-4738-92a9-d881acb941e1 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 21

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-07T18:38:08.167938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2129b008-3131-418f-85a5-7d282dc37ab9 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.483163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f677582f-c4ba-408e-915b-8635645d27c4 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.464751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 30577030-b8e9-4c71-a9b9-02b1e4477197 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.447921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c2b6078e-3ca5-4bc3-b399-7534c15d3f92 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.429837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 494d6bf6-6b98-49a4-b437-5387f3cac261 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.410724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c9e5c8b6-e444-4fa0-8065-fa4be6980a24 · outbound

This paper cites an unresolved cited work.

Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2 Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T18:38:08.392609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation e0747679-0ef8-45fc-8748-90c167363d09 · inbound

Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing cites this paper.

Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing Open-Source AI-Powered Optimization in Scalene: Advancing Python Performance Profiling with DeepSeek-R1 and LLaMA 3.2

Reference 71

Resolution: verified exact; local_arxiv, observed 2026-08-04T20:49:38.400364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.