Pith Number

pith:BK6J56TY

pith:2024:BK6J56TYLT52QLWT5FVGDCXGG6

not attested not anchored not stored refs pending

Understanding the Expressive Power and Mechanisms of Transformer for Sequence Modeling

Mingze Wang, Weinan E

arxiv:2402.00522 v6 · 2024-02-01 · 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{BK6J56TYLT52QLWT5FVGDCXGG6}

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

Measure-to-measure Regression with Transformers

Receipt and verification

First computed	2026-07-05T09:28:29.167529Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0abc9efa785cfba82ed3e96a618ae63794538b97699bb155d386fc3537975969

Aliases

arxiv: 2402.00522 · arxiv_version: 2402.00522v6 · doi: 10.48550/arxiv.2402.00522 · pith_short_12: BK6J56TYLT52 · pith_short_16: BK6J56TYLT52QLWT · pith_short_8: BK6J56TY

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/BK6J56TYLT52QLWT5FVGDCXGG6 \
  | 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: 0abc9efa785cfba82ed3e96a618ae63794538b97699bb155d386fc3537975969

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3edc9d3f12d2fc7d9fb3f784b069c7cd19250b2769f0f9c59b43a1ed3a66e354",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-01T11:43:13Z",
    "title_canon_sha256": "e0120d5e949820f2f32d48f23c29382b2a22daf6132cb267ce07a94bef82c593"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00522",
    "kind": "arxiv",
    "version": 6
  }
}