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Paper Citation Record · LEDGER

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models

As of 13 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2412.03587.

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

pith.paper-citation-record.v1
2412.03587 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:27:44.894474Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

57 of 57 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved57
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d6c539ec-833d-4737-a3b2-8f3621a59689 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.571467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.643255Z digest=sha256:256e80908210ad68448362f77353d2a6bd6541a05da9c7b0b4e178078e733051

Observation 9e29c688-48e3-4eb1-b429-b3dae6bd94bf · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.558080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.648623Z digest=sha256:04356f0ba1b70ecc8f11a0b7549310d880e21921af1d4e31adfdcb0b46600671

Observation b555780c-4899-432f-9ed6-3552a474db98 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.543073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.653195Z digest=sha256:26db95c1c71202fe7895f28149310b891a0434ffc26a043df33decc4f1ed8a98

Observation 935fe456-ff37-4cff-9181-b19ffed3b442 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.529498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.658257Z digest=sha256:853cd946ce3dc50019231e68919cb4d63d0af211b23816e7b641056a7b219c52

Observation d6427815-c3e3-4830-9d0f-a2a8c91b3091 · outbound

This paper cites Training Deep Nets with Sublinear Memory Cost.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Training Deep Nets with Sublinear Memory Cost

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.662761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.662761Z digest=sha256:c88f960ea93cb1b0b221e1c8f930e5634313388cdcb2be2ccabc7ac21bcc94d9

Observation fb3e0c7a-9ca8-46e3-90af-c2254dce60d0 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.667441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.667441Z digest=sha256:460bb6f98ba7501c4e684556dd2de4f8efdd0596ccd8e85890aed6ef4918c83b

Observation 9494b71a-1e16-46db-9fa4-211eba4946c8 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.506281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.672259Z digest=sha256:f1651e03c5707a6c6bcea43514ece23e5d84b1e782dd61ed07e3695186edbfdb

Observation df8fa471-7d7e-4152-95f7-d38c1139a520 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.676435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.676435Z digest=sha256:dfd96ea593d7fc7eb58a43e3636b2155367a5593b6f9aa624588353c7be243a2

Observation 92f30c2b-d3fe-499f-887a-a0b08c210761 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.484250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.680687Z digest=sha256:0680797ac21a65f182f3ef91ed9228dc9768bcf21168a0e48e9416af1af9b089

Observation be7349f8-d686-4613-a1f6-74bebfd5f807 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.470172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.684807Z digest=sha256:906800f612d7c82216fe17a3bde423830c1f2acbbd649a6456a61a26050fff1e

Observation ba6fb2c5-daea-4de4-97c2-6286b2c30400 · outbound

This paper cites Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.688941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.688941Z digest=sha256:dd05e7f7c3cadc6850fe301fa5f8ec2a237230afd0dda81d94247de14f1bb704

Observation dc9370b0-70ad-4481-9e55-a6817cabd75f · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.455814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.695621Z digest=sha256:61f6b7ce9861456b95f847aae7f1b5ffb217d3f786465455d5c36c0716fa0bf5

Observation 10c86da0-d7c0-4d5c-acfd-113420c95c2e · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.441386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.699744Z digest=sha256:5a9e11a0c93d1036d6b01d6aadc617454f9471c448ab64ea6ee65c1ec0bd0e62

Observation 597fd041-124a-46b2-968a-c7a9a9a71760 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.703719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.703719Z digest=sha256:730e5a58bf3b0a993f5557413423db07d9e4d431139cccdd8550bc0d19eef0e9

Observation 969f14b8-fe80-407d-a65f-5174ad3e618f · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.707829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.707829Z digest=sha256:3861f6d15c0f89747b3cf36f0375ba0312972d464be549be4878ae1e58fd3d9b

Observation e5107b39-e076-44db-a7a9-95a7a032cac4 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.409898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.711888Z digest=sha256:ce9538eaca2f8ce8ae307fd31e5efff7446c27f3b8afe9485a7840c06deca659

Observation b243936f-b815-42b7-8c3e-381fd3549c3c · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.716200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.716200Z digest=sha256:5349fa68a2b650ce827723512db0215e0a1f755666eed144780179296c5d217d

Observation c2dce612-41f4-4d0c-ba00-484c84739ce0 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.720490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.720490Z digest=sha256:1a495cf98d877f49f73a202a13c6f256c057f655c0b81255e71c678db98580da

Observation 5e304a5e-b68c-4f38-9c49-1c33073acbe5 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.724610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.724610Z digest=sha256:7e42b9318aead45998263bed31d3e0a58e88755ee0e65bd5f0fb8a0f0d6d7758

Observation 8a8fb670-c9a3-4c2c-bbe0-206e49428693 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.729021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.729021Z digest=sha256:34174fcda964203a852039df95d97181a4210cf2e6ab12a13cdc391c8e171b15

Observation 9c13cb4a-b273-4027-a724-50855510f961 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.361728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.733071Z digest=sha256:bb559f730fd2173d4183b10602e889f1bc3679b5cc8064142c5cdcddf008fb91

Observation eba42cf7-b5c3-4d7b-88ee-bc6f7c179b83 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.347992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.738160Z digest=sha256:269c5e1fac3ecb153beb16bd9db16828718d784d64453cc7d74d1759b5a262d2

Observation edc76b62-34c8-4a5a-aa9c-570ea4e75a1d · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.742462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.742462Z digest=sha256:bc1a62c51137fdfc2e91dbfc3a65f76131746c28c55e90142052866a6ba457ba

Observation 1318824f-5a6f-4932-9feb-e9a21b2eea51 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.325162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.746538Z digest=sha256:5dc82ca0b2be38d99333dc9e88d71fdb357e5b4d0ed29d20c9dfcf4682a43611

Observation aa685e25-5891-45b1-ae45-2dadc8fb1fd3 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.750785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.750785Z digest=sha256:1fcb8d49d644db10a3cd486ac8a27fb09c89e75c18f16226ff568c6e2e10ee60

Observation 00735650-c665-4995-aa95-fb43dc3c5ced · outbound

This paper cites Parameter-Efficient Sparsity for Large Language Models Fine-Tuning.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Parameter-Efficient Sparsity for Large Language Models Fine-Tuning

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.754952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.754952Z digest=sha256:4cc5374eca74430d1ccbf29e0db1ad143d95adfa5bf9708699ab3ecfe3e2d229

Observation 5e773edd-c58d-465c-b68e-c0197aeb8dd2 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.759379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.759379Z digest=sha256:5d6bb2dbca53ce7758489a39a58da62ece5705f24488c41245866144ce67e26f

Observation 7acc5480-ece9-43d3-976d-3bb8f1cfd5eb · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.763864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.763864Z digest=sha256:d9ffe73eed43d312c645f9ef02c9e64d22422e3c21580e70b95d05e76ac37649

Observation 1aa4764c-00e4-431b-8ce3-fb68b5cc1a1f · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.768049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.768049Z digest=sha256:5676a013ebc70ced21d03b2516e4d7e0cad978a54930bd33313e235376614a16

Observation af239795-0734-46ed-a943-5a0a24346661 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.772207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.772207Z digest=sha256:f55c3642ee40ac45ee013632f422fc3838ec782cc11cd30ccb28b1dc37ec7e1c

Observation 88a4789a-6c23-4314-ad43-4881b16bbd3e · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.776196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.776196Z digest=sha256:61f7a03781ed137223a2c425245ae85d54019110334603534c9ce249e957a66e

Observation 632aead0-48f7-4f2a-936a-362d20bc3859 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.780633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.780633Z digest=sha256:d02a279ddbcf3c1f3a9b3ec57defa8a9587b0c1e1fb0a45505349fe665058d52

Observation bc3f491b-e934-4469-8d41-cabc89cd36cf · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.784754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.784754Z digest=sha256:80d9d3ff4e8933ea8410d5c43d93051799b869b378a35b48b75c37387e3ddd03

Observation c382f0de-74f7-414c-bb98-615ee5fee8f9 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.789588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.789588Z digest=sha256:a3ea84c746d91e632e88e50e6eb3ba648aeb2c65a6f29b6cba8649ca19d1a903

Observation 0a6e8d83-4799-4ac5-b175-3cadf260bf87 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.793699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.793699Z digest=sha256:fd26e963a5ba4dbd11bcc5abe68628e1888444f11fc5e9270bedf97463691284

Observation 90bd9aa2-ff9a-4f33-87c2-58c0ed19cd45 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.235031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.798278Z digest=sha256:cf1d6f93c3804bf63f701f787c174c0e0a091813e9b2df038934f4b9c4e9198b

Observation f0e45d31-1702-419e-9aa0-8dc058f6cad4 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.220898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.802324Z digest=sha256:bc0965139250a991a35b0beb56d38dd8b193aa25f58943576009e855080b6c47

Observation 0ee21777-d895-4a27-9ffa-4440b9475955 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.206936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.806317Z digest=sha256:94e03be4aac0a6584e7e9e3b50b9be8c9daa01e8f62f2538903900dcc41cbbdf

Observation 7c8c078f-3dc9-452c-ab7d-9f5659535c2c · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.192564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.810449Z digest=sha256:ad7bcd3e914989cfd0398df381ad547d3d4aab07dcaa6d1d7fa3c26718bf7a54

Observation 488335cd-d51c-428c-baa9-b0185b619fa5 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.814782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.814782Z digest=sha256:6087da42de79cc6ff47ee0d4d731f5d6dd9b56165bb10c0657d67f968e4e20de

Observation e7aee7fc-1c6f-4033-a9be-9b594165dd91 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.818988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.818988Z digest=sha256:3664bdb916a055085191d2a4558a9eb2a6b35ce00019d5e7ad40e0325f1a7c79

Observation 2de97935-bb2c-46db-ba42-f3f0370b9509 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.161069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.823225Z digest=sha256:dae969ddc030f8c23727398760195616638caf53ddc918dab3e9e293f4c48c10

Observation 65c064e7-6144-47fd-b8b4-0096e30ba576 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.827900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.827900Z digest=sha256:151059411ffc14a688ae238272d70b507e747d246c675aa87c6238a8d6e51370

Observation 8b2a66dc-00eb-4cd3-8078-7108ccffc716 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.833148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.833148Z digest=sha256:25605fda24734cf777fea727fdef4e274b16f47e4277b085d0f9c4fb06461f5c

Observation 2d027fc8-f638-4f11-96e3-ab2b52f4b85a · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.129151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.837601Z digest=sha256:efe008c0adb41d4bb3bc86e30e327fbbba63dd0e917a63419f9396061908b416

Observation 06d2976b-918c-405b-9b77-c6eb44cdd80e · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models LLaMA: Open and Efficient Foundation Language Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.842280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.842280Z digest=sha256:6b9ea0bdd19ceadb2e585ae28d052a512b5d35ae34d23711a0a2ce7df17332d7

Observation 1572f247-4e7c-4325-9b8b-47137d450f10 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.846465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.846465Z digest=sha256:6f6cfd0b417a7e2da4213d1db4ba891184afd6023202ae24a3a9f06821ad4810

Observation bfd6a3fa-a7de-457f-a394-9dfb00a87adc · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.851678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.851678Z digest=sha256:de560f800138dadad93a73477a0fed7279efc2c19b51772dcb3f2191877efaad

Observation 35121b64-d0ec-4d71-8c57-38084791a98e · outbound

This paper cites The Implicit Regularization of Dynamical Stability in Stochastic Gradient Descent.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models The Implicit Regularization of Dynamical Stability in Stochastic Gradient Descent

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.856271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.856271Z digest=sha256:d4d1f7112ae1d33e0a88b759f514eb7c832e5201ae426d36076f85d5f8992c14

Observation 3d5a310f-a4aa-4cb6-84c9-d4eb0a1b6cd5 · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.861377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.861377Z digest=sha256:73a93ecd3569fe5bb5976a4d2012ebe99766febff4de69f2ab12e60af211b91e

Observation 62a2d793-2f31-4ee3-88e8-41a76f6fd10b · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.106654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.866439Z digest=sha256:a86c99e226017854f68f260609cc57524c35858c8b5dba97d6fcf344efdaad2b

Observation 7fa85efd-16e5-4fb1-8bad-680e74a62b66 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.870988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.870988Z digest=sha256:9c2ac70705bc1cb235afa0288fdf3c082fe789d419a89b8cbbc253dd3603722a

Observation dd329896-b5ae-4737-a686-dee44222bb72 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:27:45.083874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T12:27:44.875500Z digest=sha256:c474c4612ac5e84dd458bdae65be59c7959d6ef11de130dc4a0b51627fb9d516

Observation 9c231864-5e19-4361-a6f6-5c29cf0dd030 · outbound

This paper cites LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.879802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.879802Z digest=sha256:6da20c60799d40693ffc94c4b7b65804895bc22d71833ded07ca6e0b8a4cf28d

Observation 895d0d3f-0f80-43b9-846a-ca09dd594886 · outbound

This paper cites an unresolved cited work.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.884385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.884385Z digest=sha256:7c9fe92350330d74afb6857b73670a65acc5f18f55f199dfcc98bc2ad3060969

Observation 21459b93-a0b7-47e2-ac37-257238e11d46 · outbound

This paper cites online" 'onlinestring :=.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models online" 'onlinestring :=

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.888896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.888896Z digest=sha256:96c5306c2a84ff5c4d8301ac60333487a3b225aa8b2f3783c95bc73c891e0425

Observation d4d48c88-2cd0-46db-ae82-a438d500b13a · outbound

This paper cites write newline.

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models write newline

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-12T12:27:44.894474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:27:44.894474Z digest=sha256:28544c691a0a88b566110c121f1b1fc370dbdd07ec1423a920d79ab9f4008c2e

Pith citing papers

No inbound Pith citation observations are available.