Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2109.12188.
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
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T21:07:14.139019Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T00:33:20.574358Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 252946ae-4f9b-4ff8-a62e-5e8f114532fb · inbound
Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Predicting Attention Sparsity in Transformers
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6db4eafb-e19a-4c80-b130-8b1c4c7adb7e · inbound
Perspectives on Tsallis Statistics for Artificial Intelligence Predicting Attention Sparsity in Transformers
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.