Pith. sign in

Paper Citation Record · LEDGER

Transformers are Minimax Optimal Nonparametric In-Context Learners

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2408.12186.

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

pith.paper-citation-record.v1
2408.12186 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-23T02:41:59.640979Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T02:42:25.796892Z

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 abd8b089-e6c3-4a90-af99-0ccf0671171e · inbound

Hallucinations are inevitable but can be made statistically negligible cites this paper.

Hallucinations are inevitable but can be made statistically negligible Transformers are Minimax Optimal Nonparametric In-Context Learners

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-23T02:42:25.799387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-23T02:41:59.640979Z digest=sha256:f4829e3fe762ad15322201c19db552c2178fbc6e8c066af4c2e6a549e375eda1

Observation 34b33813-3993-4832-bc9f-24bc3063be18 · inbound

Overfitting has a limitation: a model-independent generalization gap bound based on R\'enyi entropy cites this paper.

Overfitting has a limitation: a model-independent generalization gap bound based on R\'enyi entropy Transformers are Minimax Optimal Nonparametric In-Context Learners

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-22T02:24:31.037777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T02:21:32.991341Z digest=sha256:099310870589221e19c58d3d4a3b739944ee5aa54935de9a583416adeb4bde68

Observation 7cdb8bc5-26b8-4513-8be8-3ec80c9abf5c · inbound

Multi-Head Attention as Ensemble Nadaraya-Watson Estimation: Variance Reduction, Decorrelation, and Optimal Head Diversity cites this paper.

Multi-Head Attention as Ensemble Nadaraya-Watson Estimation: Variance Reduction, Decorrelation, and Optimal Head Diversity Transformers are Minimax Optimal Nonparametric In-Context Learners

Reference 11

Resolution
metadata mismatch
arxiv_id, observed 2026-05-21T07:34:03.014891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-21T07:29:50.058460Z digest=sha256:4d8d6241acd087e83f8cd4cd5d562c4b855620cbc0bf92e2b6ab4f708a16185f