Paper Citation Record · LEDGER

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning

As of 17 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 3 inbound Pith citation observations for arXiv:2502.06820.

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

pith.paper-citation-record.v1
2502.06820 v2

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T10:55:32.333928Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:08:48.231557Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:16:15.674461Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy7
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8f179270-57a4-414e-a2d1-d21d580347bc · outbound

This paper cites an unresolved cited work.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:55:32.496956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ef2187b0-5a30-439e-8067-f15357246000 · outbound

This paper cites an unresolved cited work.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:55:32.486696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eb6ef3db-4b09-4752-b0f2-23eea3bb44db · outbound

This paper cites • Calculate the empirical distribution of the perturbed samples.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning • Calculate the empirical distribution of the perturbed samples

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:55:32.476532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 76f6cb09-4379-42ee-a5b7-b6ace566202b · outbound

This paper cites • For each set, calculate the total variation distance between the empirical distribution of this set and G.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning • For each set, calculate the total variation distance between the empirical distribution of this set and G

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:55:32.465133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 56f83786-890a-4f9a-8a73-61405d7bf76d · outbound

This paper cites an unresolved cited work.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:55:32.455358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d19a9a9a-cc1c-45f2-9147-4d059a7f8980 · outbound

This paper cites an unresolved cited work.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:55:32.444808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 352abc24-3d1e-4428-a892-ddf1adff1f6a · outbound

This paper cites Otherwise, accept H0.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Otherwise, accept H0

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:55:32.434216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 225d8340-0208-4026-9182-d379e3af7db2 · outbound

This paper cites For r >1 we can apply similar analysis but that will be much more complex.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning For r >1 we can apply similar analysis but that will be much more complex

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:55:32.423368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3affaae6-f24b-4914-8119-c29baa487e5a · outbound

This paper cites Define ψ1,.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Define ψ1,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:55:32.411547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1c7d1732-960b-4663-8f05-25646e982fde · outbound

This paper cites Change the natural image to a cartoon- style image.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Change the natural image to a cartoon- style image

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:55:32.400076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1f0a8200-f703-478e-afdb-1101561d6549 · outbound

This paper cites an unresolved cited work.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:55:32.388329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 58638db5-0d21-4cbe-b145-360d56bc5377 · outbound

This paper cites an unresolved cited work.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:55:32.377003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 671063e1-fca1-4ea5-9417-f52c14bfa145 · outbound

This paper cites These results demonstrate that while strict independence is violated in practice, our theoretical in- sights remain valid under realistic levels of parameter dependency.

LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning These results demonstrate that while strict independence is violated in practice, our theoretical in- sights remain valid under realistic levels of parameter dependency

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:55:32.365915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation b5e2b6b3-60b9-43ee-a302-beb8e3d10f54 · inbound

NAN: A Training-Free Solution to Coefficient Estimation in Model Merging cites this paper.

NAN: A Training-Free Solution to Coefficient Estimation in Model Merging LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:08:48.231557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57340fc8-bb45-45f8-8d52-79866ff887bc · inbound

PFMBench: Protein Foundation Model Benchmark cites this paper.

PFMBench: Protein Foundation Model Benchmark LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:59:19.999097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3411ecf0-1187-4f76-8dec-a85645d99f2f · inbound

Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning cites this paper.

Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:16:15.676201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.