Paper Citation Record · LEDGER

Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 15 inbound Pith citation observations for arXiv:2004.07667.

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

pith.paper-citation-record.v1
2004.07667 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:32:07.571339Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T21:49:05.239311Z

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 70d66602-c1d7-4263-b2d3-e6e6d95c4988 · inbound

Eliciting Latent Predictions from Transformers with the Tuned Lens cites this paper.

Eliciting Latent Predictions from Transformers with the Tuned Lens Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 74

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T16:54:37.486776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3f0472fd-2007-4943-b881-7c1434c4a8b3 · inbound

Refusal in Language Models Is Mediated by a Single Direction cites this paper.

Refusal in Language Models Is Mediated by a Single Direction Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 176

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T10:47:56.088449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dd231d8e-5eec-4faa-accf-3a0d4a2ca1ba · inbound

MCCE: Missingness-aware Causal Concept Explainer cites this paper.

MCCE: Missingness-aware Causal Concept Explainer Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T20:32:07.571339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65ee7e5-6cfa-4415-9ae6-f44110e96a28 · inbound

Advertising in AI systems: Society must be vigilant cites this paper.

Advertising in AI systems: Society must be vigilant Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:34:31.017172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e50e19e-7e80-43f5-93c4-a18e1180a68f · inbound

Convergent Linear Representations of Emergent Misalignment cites this paper.

Convergent Linear Representations of Emergent Misalignment Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T04:09:27.286368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35b73d36-28d2-4f3a-a857-c44938b12f9f · inbound

Attribution-Guided Pruning for Insight and Control: Circuit Discovery and Targeted Correction in Small-scale LLMs cites this paper.

Attribution-Guided Pruning for Insight and Control: Circuit Discovery and Targeted Correction in Small-scale LLMs Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-19T08:53:04.080448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3a1a0281-4e2d-440f-a836-90d9e1aa4c67 · inbound

Sliced Transport Plans cites this paper.

Sliced Transport Plans Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T05:46:30.078468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ea3a346-6727-4f0e-a0ac-fe9f4cf288e2 · inbound

Turning the Spell Around: Lightweight Alignment Amplification via Rank-One Safety Injection cites this paper.

Turning the Spell Around: Lightweight Alignment Amplification via Rank-One Safety Injection Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T14:57:12.900075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e72399c-6b0f-493d-9fef-c1ed636ac3e9 · inbound

DeFrame: Debiasing Large Language Models Against Framing Effects cites this paper.

DeFrame: Debiasing Large Language Models Against Framing Effects Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T04:43:47.253870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f2199de-31c4-40a4-bc7d-eca252781cc0 · inbound

Computational Lesions in Multilingual Language Models Separate Shared and Language-specific Brain Alignment cites this paper.

Computational Lesions in Multilingual Language Models Separate Shared and Language-specific Brain Alignment Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 64

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:05:59.025622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3009bbf7-5d40-4f35-a641-1a39ad114f5c · inbound

Inference Time Causal Probing in LLMs cites this paper.

Inference Time Causal Probing in LLMs Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:15:56.676657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1e23578e-8989-4992-a219-47e43f8f7f7f · inbound

Probing Persona-Dependent Preferences in Language Models cites this paper.

Probing Persona-Dependent Preferences in Language Models Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-20T21:49:05.240854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 40e488f1-0d94-4753-bf28-fa2c9f3467c6 · inbound

Inside the Unfair Judge: A Mechanistic Interpretability Account of LLM-as-Judge Bias cites this paper.

Inside the Unfair Judge: A Mechanistic Interpretability Account of LLM-as-Judge Bias Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 64

Resolution: unresolved; no resolver link, observed 2026-07-14T02:33:34.084111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77ec84b1-1f8b-459b-8920-f0ee9c5f96cf · inbound

Attacking Graph Foundation Models Through Their Shared Representation cites this paper.

Attacking Graph Foundation Models Through Their Shared Representation Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-01T15:05:40.291531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89887584-6490-47d9-922e-e0b9f728406c · inbound

Emergent Misalignment Recruits a Pre-existing Persona Subspace cites this paper.

Emergent Misalignment Recruits a Pre-existing Persona Subspace Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Reference 190

Resolution: unresolved; no resolver link, observed 2026-08-01T07:46:21.165965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.