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Paper Citation Record · LEDGER

Transformers are Expressive, But Are They Expressive Enough for Regression?

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2402.15478.

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

pith.paper-citation-record.v1
2402.15478 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:21:58.324930Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T12:30:23.822706Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 454faff0-25c8-4b9f-9596-51d20a5026ff · inbound

Solving Empirical Bayes via Transformers cites this paper.

Solving Empirical Bayes via Transformers Transformers are Expressive, But Are They Expressive Enough for Regression?

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T20:21:58.324930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T20:21:58.324930Z digest=sha256:abe6aa4b0aafccc93ad97d60a9cde8d4eaa5b8ae79f57e347646288acf4faab7

Observation eccb2b48-c5b2-4ff5-abaa-3473c20fd9ba · inbound

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization cites this paper.

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization Transformers are Expressive, But Are They Expressive Enough for Regression?

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T06:10:19.708151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T06:10:19.708151Z digest=sha256:ab2d20fdbe98d8e21396d639fe17811ffaa84d3c880ae0ee996490c6a98b0150

Observation ab8d81bc-eece-4e7d-b469-df40e6e0b259 · inbound

Geometric Capacity of Transformers: A Tropical Geometry Perspective cites this paper.

Geometric Capacity of Transformers: A Tropical Geometry Perspective Transformers are Expressive, But Are They Expressive Enough for Regression?

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-10T12:30:23.824515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T12:26:54.013228Z digest=sha256:14532763beb0c2643f923d9a25d1ce506220d6f994ec5951b8f3d4cdb85b662f

Observation 56160c9c-1bd4-492d-978b-bbb23c034dca · inbound

Geometric Capacity of Transformers: A Tropical Geometry Perspective cites this paper.

Geometric Capacity of Transformers: A Tropical Geometry Perspective Transformers are Expressive, But Are They Expressive Enough for Regression?

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-02T16:19:09.015843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T16:19:09.015843Z digest=sha256:8944d221550d0f947688c2af597341cc94e26efb88288af6052e71f17a08aa78