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Paper Citation Record · LEDGER

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning

As of 20 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2607.05300.

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

pith.paper-citation-record.v1
2607.05300 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-07T18:42:41.778771Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

12 of 12 outbound references displayed

  • verified exact4
  • verified fuzzy6
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a5380fee-bb6d-4980-8fe7-f818c50df5db · outbound

This paper cites Ainsworth, Jonathan Hayase, and Siddhartha Srinivasa.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Ainsworth, Jonathan Hayase, and Siddhartha Srinivasa

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:44:06.155940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:3de8b740472ca9156228f9d39243a7eef497f3de61b7226f7e5c94a67848781d

Observation 97e9eb81-0733-447a-af4c-f4c312431f36 · outbound

This paper cites Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-07-07T18:44:06.116958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:6cf38768341d3f5d178586b047fc3965618b37ac82e14a68b9ce4e850a430367

Observation c151dac2-b9c7-4321-af7b-0e02ae39675d · outbound

This paper cites Text-to-LoRA: Instant Transformer Adaption.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Text-to-LoRA: Instant Transformer Adaption

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-07-07T18:44:06.126221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:bd67f5f6c21ae856ff94085b80c18eebcf83fdb81b413549647c262f5a934375

Observation 2f8bb66f-f356-4a1d-8c8c-4ab33ea2f5e0 · outbound

This paper cites Colluding lora: A compositional vulnerability in llm safety alignment.arXiv preprint arXiv:2603.12681, 2026.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Colluding lora: A compositional vulnerability in llm safety alignment.arXiv preprint arXiv:2603.12681, 2026

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-07-07T18:44:06.100966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:229e42fd6af49bf954a640e92e99f6a0577632b049075383b736f1516741f970

Observation 6e61ee56-16c6-4966-8f94-b32ddc5ab07c · outbound

This paper cites Lorahub: Efficient cross-task generalization via dynamic lora composition.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Lorahub: Efficient cross-task generalization via dynamic lora composition

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:44:06.143848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:9f8de32581f103d05f920e12029dad7c094c1b99a65010efe1bb6012a4623890

Observation 85ae2151-82e5-446e-a9b1-cde13ac8a5fa · outbound

This paper cites Eigenlorax: Recyclingadapters to findprincipalsubspacesforresource-efficientadaptationandinference.arXiv preprint arXiv:2502.04700, 2025.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Eigenlorax: Recyclingadapters to findprincipalsubspacesforresource-efficientadaptationandinference.arXiv preprint arXiv:2502.04700, 2025

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-07-07T18:44:06.112823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:143a03fe736bf21a2e4e2bd1ed9f174d75ae4da45575ab987c9d090a4ae9e45c

Observation 2c128321-9f51-4e83-aece-8f56f0e6371c · outbound

This paper cites Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights

Reference 7

Resolution
metadata mismatch
local_arxiv, observed 2026-07-07T18:44:06.107673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:7991d03ad00f2f0aa694abaa89994b1c5a62b6ea2dfc8f8e37cee08b46624c41

Observation bf07104b-9fe9-47e4-aae0-75240c87a341 · outbound

This paper cites Fine- tuning aligned language models compromises safety, even when users do not intend to! InInternational Conference on Learning Representations, 2024.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Fine- tuning aligned language models compromises safety, even when users do not intend to! InInternational Conference on Learning Representations, 2024

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:44:06.152817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:175aaf3fe956f9eb0ed9c0f279b644f89a5763ee5486d59df08f1863b8afe809

Observation 2d7f9456-ab32-4708-a5c9-f81a5b20477c · outbound

This paper cites A Study of Backdoors in Instruction Fine-tuned Language Models.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning A Study of Backdoors in Instruction Fine-tuned Language Models

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-07-07T18:44:06.121630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:ccddc7e832131da35168a5da5af405f3a464101f52c5cc471f219e3dc2648f22

Observation aaf221c9-ed95-499d-a384-74cab0f47f5d · outbound

This paper cites Rusu, Dushyant Rao, Jakub Sygnowski, Oriol Vinyals, Razvan Pascanu, Simon Osindero, and Raia Hadsell.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Rusu, Dushyant Rao, Jakub Sygnowski, Oriol Vinyals, Razvan Pascanu, Simon Osindero, and Raia Hadsell

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:44:06.146638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:272cf2c4839ac441095cbdceb5b627f0a9870960e6d52880bcb70c188307a2ba

Observation bb1d5b00-685a-4762-b1ca-af94b940a25c · outbound

This paper cites Model zoos: A dataset of diverse populations of neural network models.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Model zoos: A dataset of diverse populations of neural network models

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:44:06.149832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:64d246ef9d7c6910da16c315743c63b3fdbe3a03016a40946dfdff537a2315d9

Observation c6b9b45f-3237-4eca-99b3-7993e09f54ad · outbound

This paper cites Poisoninglanguagemodelsduringinstruction tuning.

Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning Poisoninglanguagemodelsduringinstruction tuning

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:44:06.141127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:69fce383d3e60d7c141f6e95c742579144513b6d3559067ccd170c2092b39376

Pith citing papers

No inbound Pith citation observations are available.