Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:10:54.606874Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2508.20407.
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 2026-08-05T15:10:54.606874Z
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, observed 2026-08-05T13:55:51.765045Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T13:55:52.520017Z
15 of 15 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e593485a-1286-4cf2-b020-53d3e263c32f · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Abo-Zahhad, Aziza I
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 799cf79c-2488-4f11-b66a-ff44ca489382 · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Longformer: The Long-Document Transformer
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6173468-9be9-4e73-9345-5c27426217f2 · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Robust Uncertainty Principles: Exact Signal Reconstruction from Highly Incomplete Frequency Information
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b3fabaf-1c22-4e45-9d98-aab97b33d0ad · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Rethinking Attention with Performers
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86678972-059a-4d82-8ab9-b98aec955c35 · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3b3d568-714b-4b93-95d3-928bda911237 · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Attention Is All You Need
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46603597-a769-4bd0-8833-e8dd672d4768 · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Linformer: Self-Attention with Linear Complexity
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9159a62e-97f5-4b76-874c-3080334a94cd · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0da75feb-8baa-4867-a6be-e7428e2c7b64 · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Big Bird: Transformers for Longer Sequences
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32bb91a3-57a3-48b1-b549-dc5aa9575d27 · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Cost: D· (N− Wog)· Woh
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bff798a4-ac10-429e-90f0-19b5263e9f4a · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Cost: D· Wog· (N− Wog)
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 52083984-dbb9-46f2-91cc-5fadd091cedb · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0f5d005b-838b-4efb-9694-5efff4f1ba56 · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1876a9b9-01b6-4b97-b886-1e631e0eacde · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention Cost: D· (N− Wog)
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 159bb7e1-fb76-4b17-88a2-2a87675bae3a · outbound
Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention T = D(N− Wog) + (H + 1)DWoh + (H + 2)DW 2 og Derivation complete
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 41bb20da-4717-4bd3-8097-ddb4b5e50794 · inbound
From TLinFormer to TConstFormer: The Leap to Constant-Time Transformer Attention: Achieving O(1) Computation and O(1) KV Cache during Autoregressive Inference Rethinking Transformer Connectivity: TLinFormer, A Path to Exact, Full Context-Aware Linear Attention
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.