Pith Number

pith:UOV3EJSI

pith:2025:UOV3EJSIDX2XR36YBYKYBR2LR4

not attested not anchored not stored refs pending

Transformers for Learning on Noisy and Task-Level Manifolds: Approximation and Generalization Insights

Alexander Cloninger, Alex Havrilla, Rongjie Lai, Wenjing Liao, Zhaiming Shen

arxiv:2505.03205 v3 · 2025-05-06 · cs.LG · cs.NA · math.NA · math.ST · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UOV3EJSIDX2XR36YBYKYBR2LR4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

A Mathematical Explanation of Transformers

Understanding In-Context Learning for Nonlinear Regression with Transformers: Attention as Featurizer

Receipt and verification

First computed	2026-05-20T00:02:50.033039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3abb226481df578efd80e1580c74b8f1eed91c40c3d8dfdbf1456d834d18fbf

Aliases

arxiv: 2505.03205 · arxiv_version: 2505.03205v3 · doi: 10.48550/arxiv.2505.03205 · pith_short_12: UOV3EJSIDX2X · pith_short_16: UOV3EJSIDX2XR36Y · pith_short_8: UOV3EJSI

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/UOV3EJSIDX2XR36YBYKYBR2LR4 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: a3abb226481df578efd80e1580c74b8f1eed91c40c3d8dfdbf1456d834d18fbf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "912b47d85eb3bd296e81b0bb5aa153058ac707ecf6d4a262bbbb481e3f0eba9f",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-06T05:41:46Z",
    "title_canon_sha256": "66c005030f9934fd0c6e6eb499b3565dd812b2b2367703781b4b84c0cb438000"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03205",
    "kind": "arxiv",
    "version": 3
  }
}