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Paper Citation Record · LEDGER

Less is More: Selective Layer Finetuning with SubTuning

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2302.06354.

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

pith.paper-citation-record.v1
2302.06354 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:44:35.242295Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T06:55:28.757887Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a7ce9787-bf89-467f-8381-0b9a27ad6d2d · inbound

F$^3$OCUS -- Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics cites this paper.

F$^3$OCUS -- Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics Less is More: Selective Layer Finetuning with SubTuning

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-12T18:53:06.453273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T18:53:06.453273Z digest=sha256:6c79f221406e8422816266c2b8bbef57f5ed32ef355ebce30bcf759a0cd4eadd

Observation ef43e5d4-d547-4e27-abe0-0957a83e72cf · inbound

LENSLLM: Unveiling Fine-Tuning Dynamics for LLM Selection cites this paper.

LENSLLM: Unveiling Fine-Tuning Dynamics for LLM Selection Less is More: Selective Layer Finetuning with SubTuning

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-16T04:44:35.242295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:44:35.242295Z digest=sha256:814986fada1c386861133237569a984b040d3dfdd7a612f9dfc620a61407f0fc

Observation 7073d266-c72e-4a0b-999c-6545f0ca91c1 · inbound

FLoE: Fisher-Based Layer Selection for Efficient Sparse Adaptation of Low-Rank Experts cites this paper.

FLoE: Fisher-Based Layer Selection for Efficient Sparse Adaptation of Low-Rank Experts Less is More: Selective Layer Finetuning with SubTuning

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T12:09:13.253965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:09:13.253965Z digest=sha256:0aa20c992ba6a2af0413e03f0339ceb93329e2b694a44a6ff373045940dcfc52

Observation c5a46a46-d3ba-44e5-95bf-51c677466417 · inbound

Backdooring Masked Diffusion Language Models cites this paper.

Backdooring Masked Diffusion Language Models Less is More: Selective Layer Finetuning with SubTuning

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-20T07:33:07.456932Z

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.

source=pdf_text observed=2026-05-20T07:30:19.657903Z digest=sha256:6fa437e0951a6424de7c3a08ef323a36ea052131ba725276f827c8908a580adb

Observation 7735e2ae-445f-4ba2-b318-6efa9f5a66ce · inbound

Backdooring Masked Diffusion Language Models cites this paper.

Backdooring Masked Diffusion Language Models Less is More: Selective Layer Finetuning with SubTuning

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:04:58.214482Z

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.

source=pdf_text observed=2026-06-30T18:00:05.311834Z digest=sha256:c729c6afcb7508e367887841a7fecb4834bc23e11cb6182656f3dff048ee437d

Observation 23a72478-865e-455b-b0e4-a4a758184913 · inbound

Mixture-of-Control: State-Aware Fine-Tuning for Transformer-based Models cites this paper.

Mixture-of-Control: State-Aware Fine-Tuning for Transformer-based Models Less is More: Selective Layer Finetuning with SubTuning

Reference 83

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T06:55:28.759968Z

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.

source=arxiv_source observed=2026-07-01T06:55:06.270685Z digest=sha256:f0cd39f56066aeadd45ade6726b871eb25ed8cdcf9b3af8ec8d7e37863e736cf

Observation 20e62543-b650-4654-bd95-f588c14d32f2 · inbound

Open-Vocabulary Gaze Object Prediction: Benchmark and Method cites this paper.

Open-Vocabulary Gaze Object Prediction: Benchmark and Method Less is More: Selective Layer Finetuning with SubTuning

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-01T14:18:32.911792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T14:18:32.911792Z digest=sha256:d343a4653bc0cd2fcd3585ab0c15a4d87f803ee42d7c6747f17836c49fbd2a56