Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T02:04:47.731641Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T02:04:47.731641Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
19 of 19 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 98d33e68-a930-481a-99e9-55080ef8e74e · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 001f37ac-ae4d-473a-9e30-d469fccefca9 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab4a5a82-f1cd-49c1-8ac5-f046bfdf9a29 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Layers at Similar Depths Generate Similar Activations Across LLM Architectures
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85d57070-008f-4ab7-8d5f-89563025280f · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c813549c-8323-454b-a6bd-418d339a9142 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks generically
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33264d7f-68c7-4512-a46a-e8c4f8b704af · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Ifv i +vj = 0, both nonlinear terms disappear
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96d4b96d-6ab0-4884-917e-cba2ec925513 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a32204df-69c2-4aab-a94d-1d04e91c1504 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25cbb2b0-f51f-499d-9dc6-340d3057b7b2 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks obvious self-collisions
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d67689a-2647-441f-92ac-99fbb0fbf1c0 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26f30ee1-5163-43da-84e7-85fbdc6a7282 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b34fa9a-791d-445c-9f71-6a1c3be4c068 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks verification tool
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4e5db6b-9be2-4812-88d6-a5d72b13db54 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8e05da4-a820-47fd-844a-f0d1b96788c7 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fa037e7-071d-4dcf-a8a5-20c061a3da7c · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks all ends well
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34b35ab1-9f63-416b-93d2-d52893fe3e42 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cd16482-d81b-4ec4-8de8-2dba57c6cae5 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Orthogonal projection is nonexpansive, so the same bound holds after applyingΠ H
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6d9657a-09ee-4826-b650-5414529094f8 · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks Amil Merchant, Elahe Rahimtoroghi, Ellie Pavlick, and Ian Tenney
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73e0fb4d-5ed9-4b5d-943a-3624321b383b · outbound
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks 21 Ansh Soni, Sudhanshu Srivastava, Marvin Maechler, Konrad Kording, and Meenakshi Khosla
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.