Paper Citation Record · LEDGER

Enhanced Momentum with Momentum Transformers

As of 18 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 0 inbound Pith citation observations for arXiv:2412.12516.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.12516 v1

Coverage vector

measured 4 of 4 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:04:03.509442Z

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

4 of 4 outbound references displayed

verified exact0
verified fuzzy2
unresolved1
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 96a5e6aa-e540-4023-b8b8-258686af52a9 · outbound

This paper cites Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture.

Enhanced Momentum with Momentum Transformers Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T14:04:03.509442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f04b95b3-2d8d-4fce-af6f-7a03520b86b7 · outbound

This paper cites The variations we added with theexpanded window and increased attention headsnegatively impacted the non-CPD TFT.

Enhanced Momentum with Momentum Transformers The variations we added with theexpanded window and increased attention headsnegatively impacted the non-CPD TFT

Reference 6

Resolution: malformed identifier; raw_fallback, observed 2026-08-11T14:04:03.915640Z

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.

Observation 9f0fa8d9-a4c2-45ec-80a0-88cbfc0867a8 · outbound

This paper cites 2 3.MethodologyThe goal of this paper is to test this strategy andimplementation with only equities.

Enhanced Momentum with Momentum Transformers 2 3.MethodologyThe goal of this paper is to test this strategy andimplementation with only equities

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:04:03.978104Z

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.

Observation fbda7933-2d19-419e-86f6-e90f01a0b0db · outbound

This paper cites Over this time period theclassicalmomentum strategy we sought to enhance struggled,averagingannual returnsof -1.07%andanaverageSharpeof -0.18.

Enhanced Momentum with Momentum Transformers Over this time period theclassicalmomentum strategy we sought to enhance struggled,averagingannual returnsof -1.07%andanaverageSharpeof -0.18

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:04:03.946124Z

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.

Pith citing papers

No inbound Pith citation observations are available.