Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:27:45.246423Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2507.01040.
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 2026-08-06T23:27:45.246423Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:27:43.968692Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T23:27:45.304046Z
16 of 16 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 23cb6937-6471-4134-9590-a03418bc5dad · outbound
Fast Clifford Neural Layers [2] [3] However, the exist- ing implementation by Microsoft researchers [1] is limited in computation and memory efficiency
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation de756358-7166-4b30-a0b5-16aa0ae3ead4 · outbound
Fast Clifford Neural Layers Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation efbe0781-8125-4be8-bc64-21bc20c53ff8 · outbound
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e5ad2fdb-2089-4300-9d93-c7a4f7500a47 · outbound
Fast Clifford Neural Layers local operation intensity
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2ab1ad87-3efb-4877-b0af-4e15fcbba9d6 · outbound
Fast Clifford Neural Layers The architecture supports A VX2 and SSE2, and its Performance-cores feature a 48 KB L1 data cache, 1 MB L2 cache, and a shared 25 MB L3 cache[5][6]
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 694b6f52-4b3a-469b-8ce1-c334c54afa83 · outbound
Fast Clifford Neural Layers Plotted for those layers
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cf53b7aa-ccd2-4ccb-8886-57849699538e · outbound
Fast Clifford Neural Layers Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0ca9a8b5-206e-401c-8334-0801a2fc259f · outbound
Fast Clifford Neural Layers 6 (K= 4) show the performance gains of our optimizations
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f5f38ab2-4306-4fc4-ba9f-8e4afe13a83c · outbound
Fast Clifford Neural Layers Clifford layers: A pytorch library for geometric deep learning with clifford algebras,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f81454b7-e765-445c-9550-e6532424221e · outbound
Fast Clifford Neural Layers Clifford Neural Layers for PDE Modeling
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3bf4cfa3-6b8d-4754-9fce-967f73e73d51 · outbound
Fast Clifford Neural Layers Geometric clifford algebra networks,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e7548fa7-9942-408d-9132-2a5fc0779ea9 · outbound
Fast Clifford Neural Layers Basic linear algebra subprograms (blas),
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d2bc011b-9086-4874-8f7b-2894180fda24 · outbound
Fast Clifford Neural Layers Intel core i7-12700kf,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8409f165-24eb-4090-895d-47c1d338c8e1 · outbound
Fast Clifford Neural Layers Intel core i7-12700kf pro- cessor (25m cache, up to 5.00 ghz) specifica- tions,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9ec67282-d89c-4b07-8fad-04e596ca1be9 · outbound
Fast Clifford Neural Layers Popping the hood on golden cove,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d32a7ad8-37a4-49f7-863d-ec1448a43ed3 · outbound
Fast Clifford Neural Layers Golden cove,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation efbe0781-8125-4be8-bc64-21bc20c53ff8 · inbound
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.