Paper Citation Record · LEDGER

Transformers are Minimax Optimal Nonparametric In-Context Learners

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 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 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 2026-08-05T22:15:40.952427Z

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

Observation c1528cc6-4e23-45ab-b3f9-75c6d57ea647 · inbound

Enhancing Privacy in Decentralized Min-Max Optimization: A Differentially Private Approach cites this paper.

Enhancing Privacy in Decentralized Min-Max Optimization: A Differentially Private Approach Transformers are Minimax Optimal Nonparametric In-Context Learners

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T22:15:40.952427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-09T06:31:02.800959+00:00.