Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-11T01:22:42.362833Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2607.06621.
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 2026-07-11T01:22:42.362833Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-13T04:11:56.715045Z
A source-named dated measurement, never combined with another source.
Source: cited_works
20 of 20 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9e513f52-5f5b-4ca8-b548-3b7fc48676d6 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Round and Round We Go! What makes Rotary Positional Encodings useful?
Reference 1
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 3763d4e1-ff0d-4dc1-a2a2-ed460773dfe1 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Birth of a Transformer: A Memory Viewpoint
Reference 2
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 0263016f-c4ea-49cd-a9c5-1ff71922d6b9 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention From embeddings to dyson series: Transformer mechanics as non-hermitian operator theory, 2026
Reference 3
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 4d673c95-d6ac-4950-bf67-c13aa3d3859c · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Sudden Drops in the Loss: Syntax Acquisition, Phase Transitions, and Simplicity Bias in MLMs
Reference 4
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 cb4c8b1a-93f5-4a03-bb9c-304c1b1fb65f · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Symmetric Dot-Product Attention for Efficient Training of BERT Language Models
Reference 5
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 1c61f26f-dd39-4e6a-be54-92a2f01d1945 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention A mathematical framework for transformer circuits.Transformer Circuits Thread, 2021
Reference 6
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 eb04e6b5-0e6c-4caa-b1a7-d48cfe8c69fd · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Dynamics of the Transformer Residual Stream: Coupling Spectral Geometry to Network Topology
Reference 7
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 a3581ef9-95b6-4dd9-809a-a5b429fdaae0 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Dissecting Multimodal In-Context Learning: Modality Asymmetries and Circuit Dynamics in modern Transformers
Reference 8
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 9cb175b6-b972-4743-97ea-589654c9ea5a · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention The Routing and Filtering Structure of Attention
Reference 9
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 3fb0962b-2c7b-4ccd-a05d-ec536699db49 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Reformer: The Efficient Transformer
Reference 10
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 6a03038b-2d44-48a4-936b-0d16115f6cfb · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Steering is cheaper than banning: Assistance-based selection of attention’s spectral solutions, 2026
Reference 11
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 5ecd75e9-b817-43a8-829d-3cccc984ee0c · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention The singular value decompositions of transformer weight ma- trices are highly interpretable
Reference 12
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 7f08dedb-2f7b-4de7-b728-fda38e0d7667 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention In-context Learning and Induction Heads
Reference 13
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 c88facb0-4d79-4405-a8e2-4d14f676780b · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention The mechanistic basis of data dependence and abrupt learning in an in-context classification task
Reference 14
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 1d0b653f-a371-4704-a334-cd1b7a02c734 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention The underlying structures of self-attention: symmetry, directionality, and emergent dynamics in transformer training
Reference 15
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 f2f99d38-a991-4329-8b16-884da7cfc69b · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention What needs to go right for an induction head? A mechanistic study of in-context learning circuits and their formation
Reference 16
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 546bab9f-fb27-4e85-927b-286c68f0f520 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention RoFormer: Enhanced Transformer with Rotary Position Embedding
Reference 17
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 145ffcc3-181b-40d3-bae3-1ee873dded19 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention LLM Circuit Analyses Are Consistent Across Training and Scale
Reference 18
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 2fb7cb14-a987-4d1f-a8a4-c8f73c7925e7 · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Decoupling positional and symbolic attention behavior in transformers,
Reference 19
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 c9d9d893-e316-4e3f-8214-65ddb482cfdc · outbound
Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small
Reference 20
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 67adae7d-f95d-4d12-ab0d-ca5aa3276493 · inbound
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.