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Paper Citation Record · LEDGER

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks

As of 8 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2607.08561.

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

pith.paper-citation-record.v1
2607.08561 v2

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T02:04:47.731641Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

19 of 19 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved18
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 98d33e68-a930-481a-99e9-55080ef8e74e · outbound

This paper cites an unresolved cited work.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:46.653230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:46.653230Z digest=sha256:d7bdcfce764e53abec2a9f0ba460e4fc78e04184d66c8e67bc1b34709b504c9c

Observation 001f37ac-ae4d-473a-9e30-d469fccefca9 · outbound

This paper cites an unresolved cited work.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:46.693690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:46.693690Z digest=sha256:7ea725b58a96051bf15e583620cd48ef67d40b549a18f0524c944bbccb01ea87

Observation ab4a5a82-f1cd-49c1-8ac5-f046bfdf9a29 · outbound

This paper cites Layers at Similar Depths Generate Similar Activations Across LLM Architectures.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Layers at Similar Depths Generate Similar Activations Across LLM Architectures

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:46.623828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:46.623828Z digest=sha256:2493bfb364e1e8badf702549c7137b040ee0ece641541f491d182d52b31c12d6

Observation 85d57070-008f-4ab7-8d5f-89563025280f · outbound

This paper cites Sincegj is affine, the residual−vigj can be absorbed into the affine parta.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Sincegj is affine, the residual−vigj can be absorbed into the affine parta

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:46.962107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:46.962107Z digest=sha256:073f768dcadc5731ba48da292c0322c3b364709949bed2f4acc22c1f1f74231c

Observation c813549c-8323-454b-a6bd-418d339a9142 · outbound

This paper cites generically.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks generically

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:47.024086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.024086Z digest=sha256:7fd061c687eef41e7838b8a05d2367affa3c0f9ae0b9078c9d08f213ff5faf66

Observation 33264d7f-68c7-4512-a46a-e8c4f8b704af · outbound

This paper cites Ifv i +vj = 0, both nonlinear terms disappear.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Ifv i +vj = 0, both nonlinear terms disappear

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:46.798652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:46.798652Z digest=sha256:46b1b065e2512b594b99f29d492118ef9f232dbd15a9f3fce2d362ec5d8adeb2

Observation 96d4b96d-6ab0-4884-917e-cba2ec925513 · outbound

This paper cites Minimality is an intrinsic condition on each expansion: every counted unit leaves a “private” task-visible nonlinear signature.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Minimality is an intrinsic condition on each expansion: every counted unit leaves a “private” task-visible nonlinear signature

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:47.090574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.090574Z digest=sha256:1b3767465046148f3785382809009e28a3d8ca41d461ea4335db54ed11f69a7e

Observation a32204df-69c2-4aab-a94d-1d04e91c1504 · outbound

This paper cites an unresolved cited work.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:47.149974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.149974Z digest=sha256:523fd43b6d886834af246de0402b6c357823ee9ae92766f800a5392b2bf8ff1f

Observation 25cbb2b0-f51f-499d-9dc6-340d3057b7b2 · outbound

This paper cites obvious self-collisions.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks obvious self-collisions

Reference 11

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unresolved
no resolver link, observed 2026-08-03T02:04:47.194748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.194748Z digest=sha256:baa5f6cc56cb715fc6a546ef6ccab6047ec322dc1a51e4ef6d264499a32a1c17

Observation 3d67689a-2647-441f-92ac-99fbb0fbf1c0 · outbound

This paper cites an unresolved cited work.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:47.262156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.262156Z digest=sha256:279061a0dd8aff5788cb6ec57bae0f2ed2b84aa15484c882282595496a254e75

Observation 26f30ee1-5163-43da-84e7-85fbdc6a7282 · outbound

This paper cites an unresolved cited work.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:47.322622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.322622Z digest=sha256:f6607b1ceccc7ed4d1fd00f3f8acf0b169c5084275a6f30c5353985ecfaa76e3

Observation 1b34fa9a-791d-445c-9f71-6a1c3be4c068 · outbound

This paper cites verification tool.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks verification tool

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:47.332423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.332423Z digest=sha256:bbf3c7cf2425811f189db07272e32370477952b32b26fcaee6617c57f52bf6b6

Observation b4e5db6b-9be2-4812-88d6-a5d72b13db54 · outbound

This paper cites an unresolved cited work.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:47.438141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.438141Z digest=sha256:47ab2d36283454a8a1bba4e7fcf22aa90381a069a13706b368215462772e87eb

Observation d8e05da4-a820-47fd-844a-f0d1b96788c7 · outbound

This paper cites an unresolved cited work.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:47.545084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.545084Z digest=sha256:a03044f6d4bfe8055ed59a8ae54abd9dcbe807a0ae3a92908d27c0c994c3304f

Observation 6fa037e7-071d-4dcf-a8a5-20c061a3da7c · outbound

This paper cites all ends well.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks all ends well

Reference 17

Resolution
malformed identifier
no resolver link, observed 2026-08-03T02:04:47.607758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.607758Z digest=sha256:9d628b8c3a7d4d77c3d9f92c7a3d6533bf828744e9281dc7361ef7a52ae27a09

Observation 34b35ab1-9f63-416b-93d2-d52893fe3e42 · outbound

This paper cites Combining with the previous bound yields ∥P[u]−P[v]∥ F≤ 2 √ 2δ√ 1−δ 2 = 2 √ 2(1−θ)√ 1−(1−θ) 2.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Combining with the previous bound yields ∥P[u]−P[v]∥ F≤ 2 √ 2δ√ 1−δ 2 = 2 √ 2(1−θ)√ 1−(1−θ) 2

Reference 18

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unresolved
no resolver link, observed 2026-08-03T02:04:47.671628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.671628Z digest=sha256:e7207d9318d2901373eece3c60dd0aa2c3384481e6359aacce87f068a215b08b

Observation 3cd16482-d81b-4ec4-8de8-2dba57c6cae5 · outbound

This paper cites Orthogonal projection is nonexpansive, so the same bound holds after applyingΠ H.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Orthogonal projection is nonexpansive, so the same bound holds after applyingΠ H

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:47.731641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:47.731641Z digest=sha256:72f235ab7751ec1a5eb327a2b75f549ec26868dba6bc083db0d975207486be48

Observation e6d9657a-09ee-4826-b650-5414529094f8 · outbound

This paper cites Amil Merchant, Elahe Rahimtoroghi, Ellie Pavlick, and Ian Tenney.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Amil Merchant, Elahe Rahimtoroghi, Ellie Pavlick, and Ian Tenney

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:46.609362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:46.609362Z digest=sha256:99ab1f076334310d62720c3bc2006eed1d995c62c9fa6cdf036df93218a078bd

Observation 73e0fb4d-5ed9-4b5d-943a-3624321b383b · outbound

This paper cites 21 Ansh Soni, Sudhanshu Srivastava, Marvin Maechler, Konrad Kording, and Meenakshi Khosla.

Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks 21 Ansh Soni, Sudhanshu Srivastava, Marvin Maechler, Konrad Kording, and Meenakshi Khosla

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-03T02:04:46.595375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:04:46.595375Z digest=sha256:7cfac343112821f2c52a1b8917e00cdbfd2cae9ebb1d3544d40413621db82e88

Pith citing papers

No inbound Pith citation observations are available.