Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T04:11:56.715045Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2607.09279.
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 2026-07-13T04:11:56.715045Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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
22 of 22 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8228fb96-aa3f-4a15-90c6-c8fd82a3b71b · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Quantifying Attention Flow in Transformers
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa8403b7-3512-4c11-be80-f7b94e8d43b3 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Pseudospectral Bounds for Transient Amplification in Coupled Gradient Descent
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73b51d3b-085e-4fac-995c-b1a33fed7b9a · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Attention is Not All You Need: Pure Attention Loses Rank Doubly Exponentially with Depth
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fda9d335-c749-4063-957c-23973e4d9701 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Dynamics of the Transformer Residual Stream: Coupling Spectral Geometry to Network Topology
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8bdc18e-82e1-4dea-8bcf-16e471f040f5 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator The Pile: An 800GB Dataset of Diverse Text for Language Modeling
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd5dc8fa-2ea4-41cf-a126-93be4b8626d2 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator The emergence of clusters in self-attention dynamics
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d19b041d-009f-479d-bf55-acae72f635f7 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator A mathematical perspective on Transformers
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80ee8655-8a5f-4c46-88e6-a26a8dde526c · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Non-normal spectral signatures of instability in neural network training dynamics
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13ce2b2a-1844-4900-a6e3-63f6f537fe4b · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83b1ceb5-6bf7-4b45-ba5d-f73b57365079 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator When attention sink emerges in language models: an empirical view
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9287b400-0bff-45c3-a0b1-dd767d87781e · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Jordan, and Song Mei
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d73e86c8-c098-40bf-a88b-ba8e6f6d2948 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Non-normalrecurrentneuralnetwork(nnRNN):learning long time dependencies while improving expressivity with transient dynamics
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67adae7d-f95d-4d12-ab0d-ca5aa3276493 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3b13ad7-f357-4d0d-b015-8ff68c098aa4 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Computing the Kreiss Constant of a Matrix
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00a91903-2dbc-4dc7-b45b-7f37314fa336 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Murphy and Kenneth D
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bedab8a-a52a-4f91-903b-f8c7a9e362ce · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Mind the Gap: a Spectral Analysis of Rank Collapse and Signal Propagation in Attention Layers
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80924305-9f81-4d4c-9096-0e95f69b478e · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Attention sinks and compression valleys in LLMs are two sides of the same coin, 2025
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70a0c0dc-55c0-4f0d-b0c4-7fe95e173d1c · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Massive Activations in Large Language Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 971843c4-26a1-4e29-913b-bf1e1973cd58 · outbound
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48011775-e9f4-4977-b125-fd105dd4c022 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Trefethen and Mark Embree.Spectra and Pseudospectra: The Behavior of Nonnormal Matrices and Operators
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95fce11d-af80-4974-b126-af816f06fcd2 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Efficient Streaming Language Models with Attention Sinks
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eaf02bda-c024-4591-bb88-ded3964c4f14 · outbound
Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.