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Paper Citation Record · LEDGER

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

As of 22 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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:c45ef5a760d3a3e839849443e401c8fb9b32f54ca66390c3a857b0954babd829

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:c0d2386cf2f161d7063f936e9c97075f5b2a2756290806d8071fc8d517404714

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:06e00b00605ec93973f79088060d37f0ef0fb17c19b1239163d35b370f73e742

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:bfc4b576b49d61ebae64740ada64515f0d0284cf07de9629b314f2ba1d5c19ee

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:f9987dabcf598ba734a5fb513319cc0f17433513108cb31b13d97b6c126a66d3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:bb7d161ee1d2b6753fdd269e36172d0dc360a4aa1d2d8162979ab0cabf370c7c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:f8cd7881371844b1517f23d00e424359826d2280c90e519d9ed3d272743914ae

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:e36cb6b250706e07d6c261c774247ee092fc84598f71c38f73e7ef9f1ee2f762

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:22dbca0fe4230a9f1fe5c27e96ae1d92a2b9340124d0d7f910a1ea2186f7e8a5

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:98deba9ef6bdc9724705e7364eb5e6a3b16db95cfdc5297849df432d148616bc

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:d4414f052171b5f687d50d34868f9c547f363fe276a9d43c47c7812efbbcbde2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-07T18:42:41.778771Z digest=sha256:65ddcc2196a15013e32e67352873e37f5d159422854f53fa634a3516aeba8e34

Pith citing papers

No inbound Pith citation observations are available.