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Paper Citation Record · LEDGER

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning

As of 12 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2606.02857.

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

pith.paper-citation-record.v1
2606.02857 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T15:32:12.274390Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

44 of 44 outbound references displayed

  • verified exact3
  • verified fuzzy0
  • unresolved41
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b7925ba4-fde3-401d-bc37-2261d37412ad · outbound

This paper cites International Conference on Learning Representations , volume=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning International Conference on Learning Representations , volume=

Reference 1

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:0eb68fa2ee298622a40ca82b12fe8da49f7f7eee3109b0cab26be41f7c1366e5

Observation 36c6641c-cf55-431a-9da9-7a68c7750b21 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Advances in Neural Information Processing Systems , volume=

Reference 2

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no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:53b6268c7b0a059b4fa46a9ae0d5465318be96c48b9ce36c4c6cdad5109a1454

Observation e152103f-9e69-4e9b-a63c-eb93430bab79 · outbound

This paper cites Neurocomputing , volume=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Neurocomputing , volume=

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:b013ad335d2c9a2b28a215ed886fdd649b757b71a76d2b03c93509b1806aac97

Observation ca949510-2c58-43a4-abd9-1a5f926e0362 · outbound

This paper cites International Conference on Learning Representations , year=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning International Conference on Learning Representations , year=

Reference 4

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no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:15bd020f67c2aca8420010ba9c398c2e98081f42815ef43d5673dd3c830f0b12

Observation 036881c3-45c3-4325-a34b-0a20686ce626 · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , series=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Proceedings of the 41st International Conference on Machine Learning , series=

Reference 5

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:fc562e02196a0138afc0625ad663b044ea23bca8d7fc757780b2b91dd25f07fc

Observation 2e45dc47-fc07-4f27-ad82-da1aa91dcf5f · outbound

This paper cites , booktitle=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning , booktitle=

Reference 6

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:b9d88ed6343732cb3cc487dab778631f6134fd5601d8d76baee11fb7699db7f9

Observation d8d65afa-84ad-4920-b754-f6c119ce1a18 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 7

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:41da56554f6c1f8d53bd679b2d683b9ffd974ca652e4f0fa394ffba616d97242

Observation 4c0182fc-29c4-4ad7-a52b-4d6e25c82982 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 8

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:4319a185269e8209e522bad193cd62ab13235f708494320328a9231df167d094

Observation 5adc9c38-99dc-4a5c-9b76-7f5bb41fdac2 · outbound

This paper cites 2025 , doi=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning 2025 , doi=

Reference 9

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no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:8bdd70b2cba243d60f08e2f37ef9eba228cfcafce7616aac018205dff23a2172

Observation 234a8024-59ab-4338-ac7d-679d42d3bf94 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 10

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:02acc00de413ec38660f27322807430e4788645fb75ceb77341302429203541c

Observation 99382484-7b23-4fdb-a046-cb08de99ef30 · outbound

This paper cites International Conference on Learning Representations , year=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning International Conference on Learning Representations , year=

Reference 11

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:2aeb77118eb3d30a96015d4b78be66eda69784079d0a817ab6931bf583979953

Observation ca8d8e64-1100-4d3c-ba1d-97de8c87e755 · outbound

This paper cites and Ba, Jimmy , booktitle=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning and Ba, Jimmy , booktitle=

Reference 12

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:6fd7814c0e64e34510c4c3e48538c71fecd2f73f91b99618c807f22bec021713

Observation 38c622ed-945e-4a59-87f8-f1c0a41abc67 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 13

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:80bccb8902f5c4e78f3900b77978f041f2de4ceafa08d23982b1459fea57dd29

Observation e4c221b4-965d-4e08-9c56-931d20d635b5 · outbound

This paper cites , booktitle=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning , booktitle=

Reference 14

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:b5293788bbe5d5ffa0382599c6dd4da098fd0ec9393619823a936361cea52848

Observation 5809e3de-dd59-4997-af4d-7b8ee3a38eb1 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 15

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:72109a71d0e797d3254ddebdd1b862bff64125d00d5eedac984310bc24af8edd

Observation 95ae5ac1-beb7-4715-98e3-f9d44e6feb91 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:6acd3272bb945a541bc97a16136d41e45752645f7a5989cfa1fd36e401737790

Observation e52e8884-c3d9-4b96-a98b-34eca5700b23 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 17

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no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:0b2424b257d81be13e7c8ce9b69de2ebdcca42b03f5e3ee4da3c9349fb16d804

Observation bf218ae4-7be8-45df-8568-71ef945853b3 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 18

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no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:189420e5b2d50dfdd51197e8de972c9a0d3c841b27cc1bedf9636e7dea99236b

Observation d5756308-a98e-48ac-bcf2-7a534668ac5f · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:9da09d714d85c66afaba62488740af639a1f40824c67137bae86a67658c0010d

Observation 2ffce781-96cd-49fc-9ea1-bd839b233408 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 20

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:2187b46c144ba766e287cf3b28958c5add263a4c8c74441be9c86e6c2488586b

Observation 3049fa09-6f31-478d-b684-5db16ec2998d · outbound

This paper cites arXiv preprint arXiv:2602.17155 , year=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning arXiv preprint arXiv:2602.17155 , year=

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:16:16.732571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:7bfd8cf8f9e3d1347ce0e46899e77b540e50119932ea2cb364b91b010a681687

Observation b06eb30b-6797-465d-a897-1570f8711da8 · outbound

This paper cites Revisiting zeroth-order optimization: Minimum-variance two-point estimators and directionally aligned perturbations.arXiv preprint arXiv:2510.19975, 2025.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Revisiting zeroth-order optimization: Minimum-variance two-point estimators and directionally aligned perturbations.arXiv preprint arXiv:2510.19975, 2025

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:16:16.738156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:fcbd41635cc9be692da29e0692a39eeb8088d96b3ca1d153e9808c87d68e7f33

Observation ff105fb4-626e-4409-bc5c-89985538cacf · outbound

This paper cites IEEE Transactions on Information Theory , volume=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning IEEE Transactions on Information Theory , volume=

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:5dcb14de9930d822210c84d81e33fcd0044c35ab5681fd17354e7e0a453e8a06

Observation d4cb4546-c64c-4556-b93e-1210ea35c726 · outbound

This paper cites SIAM journal on optimization , volume=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning SIAM journal on optimization , volume=

Reference 24

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:9d681074280f25d157cf48be483c77a4bee23a0ddd22972729b1944e321d5a79

Observation 4c3adb9d-7949-4244-9e2e-fae063d38a40 · outbound

This paper cites IEEE transactions on automatic control , volume=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning IEEE transactions on automatic control , volume=

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:1734d3ca274dff0189a6706cddb0f8788259bcb744145ed986c524a1b26ee468

Observation 0563d14a-b785-4061-9e0b-634ecfa52443 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 26

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no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:4fe16bb50de1362796654c61ff9c31300756ea92dd6db814444ce7e61b1d90a0

Observation 9dee4d96-e00e-41b0-b7a9-054c4e5439da · outbound

This paper cites Poor man's training on.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Poor man's training on

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:cd59ac149c8c6f72ec8ae339981aa91ee6c940e852323afabe08adf5ed2cb284

Observation d12f7076-01f2-4ca6-b929-b48cf1d08101 · outbound

This paper cites IEEE Signal Processing Magazine , volume=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning IEEE Signal Processing Magazine , volume=

Reference 28

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:f9eb24d864990f61d820d6bec528ab54073a54a43eaec6e89c6269049eab88e7

Observation b68d6d6f-3728-47e3-9d8a-017f81207210 · outbound

This paper cites Foundations of Computational Mathematics , volume=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Foundations of Computational Mathematics , volume=

Reference 29

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:38da37f57ba9cc2ebae4bde5b40755c01640988dff88b77b0a642311da0cd405

Observation 4e3feca0-5fe0-4cfb-a312-824049f74de7 · outbound

This paper cites International Conference on Machine Learning , pages=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning International Conference on Machine Learning , pages=

Reference 30

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:d630f7c7e202761405da172b42b871440db9f7193052f2e9a660d5e898b044e4

Observation d8916565-5bea-4cb4-b70f-e5d2f228339c · outbound

This paper cites International Conference on Machine Learning , pages=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning International Conference on Machine Learning , pages=

Reference 31

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:7518ee9a6e8e6609aea2705ade7d3a88975e1ba8f39900fc404d018a4d7be096

Observation f3914386-f282-47a4-918f-87b615e675ac · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 32

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:23d581e3589ab7ef3e9042c5dad4f905f536f3b2a90838e27724bf4eb669332f

Observation dcfcbd37-cafd-4923-a29f-d24f940edc5d · outbound

This paper cites Foundations of Computational Mathematics , volume=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Foundations of Computational Mathematics , volume=

Reference 33

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:92f59aa1f45549349897a6894aba616c3be7d321e618f0bcfca6f301829b391c

Observation e4df9694-cc16-4202-bad3-3ae146a5f018 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 34

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:2d1d7622f001db28c0ecb85b3902d6505f020fc17aa3b7aaee02ba20b9da0b02

Observation 3e06bcd2-4e8e-4ec9-a207-da36d2ff5e39 · outbound

This paper cites Tensor-Compressed Back-Propagation-Free Training for (Physics-Informed) Neural Networks.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Tensor-Compressed Back-Propagation-Free Training for (Physics-Informed) Neural Networks

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:16:16.735542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:2b79e273930bcb17ffd4979051b1367e2b070e5dc7b12d39bec227d24bf6f455

Observation 59dd7a71-7b70-4e11-9f66-2ec3f6670bfb · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 36

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:60cd73c6177b28e46610366ad69220be0d57fbbb5807908148f8c5729eeb0b09

Observation b9335fb9-5aec-4071-b901-420091365904 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 37

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:ee50d8647e5ea42f5f505624d93222d311f48ebcf72d754260577b63a33f0013

Observation a2953d3d-89db-4733-86cb-2c1b094eafd2 · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 38

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:d8f91051d3d8174b7f86b04a3cc5282d6dd323b819872caac00c1f2bc36e3171

Observation c1fc1e55-fe77-4d55-8e43-0fd689fae8af · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 39

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unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:441967508a43013ba493d1e33ad07f0d3245ed87db83232890cdc0e4ebf648d3

Observation 95c7f8d0-4194-4da3-abee-ab8c3bb7170c · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:d4f9442bd9b3334ea211cb2c138e5b1179dd3a44fa2733f927bfebe80f301e58

Observation bcc299d1-bd8b-45fe-bc77-61f78d8409ef · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:217df348799ba86bd44f8e1d1fbba291d2c2aa6a427755e1ea938967f0ba59ee

Observation f25d76cb-ccc6-4cf8-9daa-32039507403d · outbound

This paper cites an unresolved cited work.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:b38f796def7248489d8413187f5b63edb3d4adf64b1b8be4e41c868205c65952

Observation d321e5f8-5044-42f3-ad9f-95a46e709726 · outbound

This paper cites Parameter-efficient transfer learning for.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Parameter-efficient transfer learning for

Reference 43

Resolution
unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:17453c29c682c58a5b2dc10e4b376d17e0799cad94a7de4c81bd377bb173d45b

Observation d0ef3cdb-5e31-4c9f-aa83-8889c51d8722 · outbound

This paper cites Proceedings of the 2021 conference on empirical methods in natural language processing , pages=.

GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning Proceedings of the 2021 conference on empirical methods in natural language processing , pages=

Reference 44

Resolution
unresolved
no resolver link, observed 2026-06-28T15:32:12.274390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T15:32:12.274390Z digest=sha256:b33dc415caa807540836a431688354b329c5f32ca9dd0ced39564c4e1dae358a

Pith citing papers

No inbound Pith citation observations are available.