Pith Number

pith:NORHOGPJ

pith:2024:NORHOGPJEOFO4H3YPWW2VWRB7D

not attested not anchored not stored refs pending

Transformers are Universal In-context Learners

Gabriel Peyr\'e, Maarten V. de Hoop, Takashi Furuya

arxiv:2408.01367 v2 · 2024-08-02 · cs.CL · 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{NORHOGPJEOFO4H3YPWW2VWRB7D}

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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

Continuous transformations of probability measures and their transport representations

Receipt and verification

First computed	2026-07-05T09:15:13.703795Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ba27719e9238aee1f787dadaada21f8cb2aafebedfb3ff5d39b8b2b8e76767e

Aliases

arxiv: 2408.01367 · arxiv_version: 2408.01367v2 · doi: 10.48550/arxiv.2408.01367 · pith_short_12: NORHOGPJEOFO · pith_short_16: NORHOGPJEOFO4H3Y · pith_short_8: NORHOGPJ

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/NORHOGPJEOFO4H3YPWW2VWRB7D \
  | 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: 6ba27719e9238aee1f787dadaada21f8cb2aafebedfb3ff5d39b8b2b8e76767e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce677469dec026587a35ebb02263201a8fa591d8e7f5f37cd730e40de5c3f691",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-02T16:21:48Z",
    "title_canon_sha256": "1535d81828fad61a6044628e28b0edfdc415a4ec3667b19918a60b15784326a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.01367",
    "kind": "arxiv",
    "version": 2
  }
}