Paper Citation Record · LEDGER

Finetuning Stellar Spectra Foundation Models with LoRA

As of 11 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2507.20972.

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

pith.paper-citation-record.v1
2507.20972 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:10:22.925231Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T04:31:49.163149Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy0
unresolved16
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 057fb720-d857-4262-a52d-c50e60a431a6 · outbound

This paper cites 2021.3057097.

Finetuning Stellar Spectra Foundation Models with LoRA 2021.3057097

Reference 7

Resolution: malformed identifier; no resolver link, observed 2026-08-06T13:10:22.847822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baf3cd74-da72-421e-bba4-95ca1e3d1dba · outbound

This paper cites Ness, M., Hogg, D.

Finetuning Stellar Spectra Foundation Models with LoRA Ness, M., Hogg, D

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.863875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73d821d1-0216-4dbf-abfb-9a1dc012c448 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

Finetuning Stellar Spectra Foundation Models with LoRA Learning Transferable Visual Models From Natural Language Supervision

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-06T13:10:22.884115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e6ebcd6-f6fa-4918-bdaf-f8c7aaaaa674 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

Finetuning Stellar Spectra Foundation Models with LoRA Learning Transferable Visual Models From Natural Language Supervision

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.890567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 249388ef-ac5a-4af0-97fd-5991ef3f3d1f · outbound

This paper cites Xiang, M.

Finetuning Stellar Spectra Foundation Models with LoRA Xiang, M

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.908516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3dd5ad3-24d4-49fa-9ef1-535d7ca79990 · outbound

This paper cites Zhang, M., Xiang, M., Ting, Y .-S., Wang, J., Li, H., Zou, H., Nie, J., Mou, L., Wu, T., Wu, Y ., and Liu, J.

Finetuning Stellar Spectra Foundation Models with LoRA Zhang, M., Xiang, M., Ting, Y .-S., Wang, J., Li, H., Zou, H., Nie, J., Mou, L., Wu, T., Wu, Y ., and Liu, J

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.914700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acebe60f-3ee1-4429-b853-d7900de5a1d4 · outbound

This paper cites Zhao, X., Huang, Y ., Xue, G., Kong, X., Liu, J., Tang, X., Beers, T.

Finetuning Stellar Spectra Foundation Models with LoRA Zhao, X., Huang, Y ., Xue, G., Kong, X., Liu, J., Tang, X., Beers, T

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.920121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae201a59-502f-446f-b2b2-436ab31dadb0 · outbound

This paper cites an unresolved cited work.

Finetuning Stellar Spectra Foundation Models with LoRA Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.925231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 658ab082-cfeb-4e45-bf7c-bdd41abd39a5 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Finetuning Stellar Spectra Foundation Models with LoRA LoRA: Low-Rank Adaptation of Large Language Models

Reference 1983

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.834491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 536b0858-6565-4004-80d3-a7546d5d4f5d · outbound

This paper cites Koposov, S.

Finetuning Stellar Spectra Foundation Models with LoRA Koposov, S

Reference 2009

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.858478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92e61e26-79a4-497f-84de-9f85d7d084d5 · outbound

This paper cites URL https://doi.org/ 10.1117/12.2057445.

Finetuning Stellar Spectra Foundation Models with LoRA URL https://doi.org/ 10.1117/12.2057445

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.822351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4b7cb5f-eb77-4adb-83b9-c592bf503ef6 · outbound

This paper cites Nikutta, R., Fitzpatrick, M., Scott, A., and Weaver, B.

Finetuning Stellar Spectra Foundation Models with LoRA Nikutta, R., Fitzpatrick, M., Scott, A., and Weaver, B

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.869551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35e5c145-e791-48d6-86b1-4fa7ced2a18b · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Finetuning Stellar Spectra Foundation Models with LoRA BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.817158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 391ba551-3a76-4617-a15d-12eb28af5026 · outbound

This paper cites Xiang, M., Ting, Y .-S., Rix, H.-W., Sandford, N., Buder, S., Lind, K., Liu, X.-W., Shi, J.-R., and Zhang, H.-W.

Finetuning Stellar Spectra Foundation Models with LoRA Xiang, M., Ting, Y .-S., Rix, H.-W., Sandford, N., Buder, S., Lind, K., Liu, X.-W., Shi, J.-R., and Zhang, H.-W

Reference 2019

Resolution: malformed identifier; no resolver link, observed 2026-08-06T13:10:22.902394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0217b25-5cc8-46ce-b386-f1d9e52f9d6c · outbound

This paper cites doi: https://doi.org/10.1016/j.ascom.2020.100411.

Finetuning Stellar Spectra Foundation Models with LoRA doi: https://doi.org/10.1016/j.ascom.2020.100411

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.876346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df313894-781b-41df-b74e-92fb338bef6d · outbound

This paper cites an unresolved cited work.

Finetuning Stellar Spectra Foundation Models with LoRA Unresolved cited work

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.839661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2de5298-6b78-4601-802a-d71f05b25c3b · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Finetuning Stellar Spectra Foundation Models with LoRA BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.810294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 923c1961-2cd3-44f3-978f-bf85879f3889 · outbound

This paper cites Hoaglin, D.

Finetuning Stellar Spectra Foundation Models with LoRA Hoaglin, D

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.828692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 010b8760-79d7-4272-a530-6b319c09cbb5 · outbound

This paper cites SPARCL: SPectra Analysis and Retrievable Catalog Lab.

Finetuning Stellar Spectra Foundation Models with LoRA SPARCL: SPectra Analysis and Retrievable Catalog Lab

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:22.852946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f093f1ce-95a9-49ef-ab66-82906d78db63 · inbound

Generalization from Low- to Moderate-Resolution Spectra with Neural Networks for Stellar Parameter Estimation: A Case Study with DESI cites this paper.

Generalization from Low- to Moderate-Resolution Spectra with Neural Networks for Stellar Parameter Estimation: A Case Study with DESI Finetuning Stellar Spectra Foundation Models with LoRA

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T23:02:30.122460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86be9532-dbed-4f5d-ba5e-aadecbbcbade · inbound

Foundation Models for Astrophysics cites this paper.

Foundation Models for Astrophysics Finetuning Stellar Spectra Foundation Models with LoRA

Reference 148

Resolution: unresolved; no resolver link, observed 2026-08-04T04:31:49.163149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.