Pith Number

pith:KSYFWFWR

pith:2021:KSYFWFWRRL5IY3YBDFZTXXKQAI

not attested not anchored not stored refs pending

Transformers are Deep Infinite-Dimensional Non-Mercer Binary Kernel Machines

Joseph E. Gonzalez, Matthew A. Wright

arxiv:2106.01506 v1 · 2021-06-02 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KSYFWFWRRL5IY3YBDFZTXXKQAI}

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

1 paper in Pith

Understanding In-Context Learning on Structured Manifolds: Bridging Attention to Kernel Methods

Receipt and verification

First computed	2026-07-05T02:45:52.370119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54b05b16d18afa8c6f0119733bdd50020d135915135983416df364b7346c9837

Aliases

arxiv: 2106.01506 · arxiv_version: 2106.01506v1 · doi: 10.48550/arxiv.2106.01506 · pith_short_12: KSYFWFWRRL5I · pith_short_16: KSYFWFWRRL5IY3YB · pith_short_8: KSYFWFWR

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/KSYFWFWRRL5IY3YBDFZTXXKQAI \
  | 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: 54b05b16d18afa8c6f0119733bdd50020d135915135983416df364b7346c9837

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6ad7a82cb8e3201287d14755bb9e1d22f4b81727dbd377429b23662ef5f1bb3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-02T23:24:06Z",
    "title_canon_sha256": "eced27f2fbdf09c8e2a72280a9a32b31459bf726b1437922b98177a87497d772"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.01506",
    "kind": "arxiv",
    "version": 1
  }
}