Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T04:02:37.785615Z
Paper Citation Record
Transformer Approximations from ReLUs
Citation observations with source coverage and deterministic predicates. A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-11T06:31:22.384518+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-27T05:08:00.711576Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-03T16:38:40.639612Z
Counted states
7 of 7 outbound references displayed
- verified exact7
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation d8c6bf73-e385-4d90-be7a-74d1243e8b43
Transformer Approximations from ReLUs Unveil Conditional Diffusion Models with Classifier-free Guidance: A Sharp Statistical Theory
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:51:30.247996Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 40da8e62-187c-4710-9db4-8d29428e96b5
Transformer Approximations from ReLUs Fundamental Limits of Prompt Tuning Transformers: Universality, Capacity and Efficiency
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:51:30.210788Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 9522d1fd-1b49-4d0b-860c-5c4098e0af94
Transformer Approximations from ReLUs Are Transformers with One Layer Self-Attention Using Low-Rank Weight Matrices Universal Approximators?
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:51:30.221196Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation e1af48db-cec8-4cc4-81c1-a229ba5be22f
Transformer Approximations from ReLUs Transformers, parallel computation, and logarithmic depth
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:51:30.235337Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation c9df388c-3704-4b9e-9efa-a3650ce10794
Transformer Approximations from ReLUs The Annals of Statistics 48(4):1875--1897, ://dx.doi.org/10.1214/19-AOS1875
Reference 5
- Resolution
- verified exact
- doi, observed 2026-05-09T00:14:27.762690Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 9d46cfc0-234d-4293-8493-10aa6e9478d4
Transformer Approximations from ReLUs Adaptivity of deep ReLU network for learning in Besov and mixed smooth Besov spaces: optimal rate and curse of dimensionality
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:51:30.252208Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 0236d33b-d54c-485f-a33f-afd040ea0e27
Transformer Approximations from ReLUs The transformer cookbook.arXiv preprint arXiv:2510.00368
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:51:30.199583Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Pith citing papers
Observation f1d4879a-a851-498b-a8aa-0c87d41b0441
Generalization Bounds for Transformer-Based Next-Token Prediction in a Language Model Transformer Approximations from ReLUs
Reference 4
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T16:38:40.640997Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.