Pith Number

pith:4MZPS6PZ

pith:2021:4MZPS6PZFKUX25V74WLEGJFABU

not attested not anchored not stored refs pending

Understanding How Encoder-Decoder Architectures Attend

Kyle Aitken, Niru Maheswaranathan, Vinay V Ramasesh, Yuan Cao

arxiv:2110.15253 v1 · 2021-10-28 · 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{4MZPS6PZFKUX25V74WLEGJFABU}

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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

1 paper in Pith

Characterizing 3D Magnetic Fields and Turbulence in H I Clouds

Receipt and verification

First computed	2026-07-05T03:26:53.627992Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e332f979f92aa97d76bfe5964324a00d34ced5eec325f1249fc086eb6c9fdd52

Aliases

arxiv: 2110.15253 · arxiv_version: 2110.15253v1 · doi: 10.48550/arxiv.2110.15253 · pith_short_12: 4MZPS6PZFKUX · pith_short_16: 4MZPS6PZFKUX25V7 · pith_short_8: 4MZPS6PZ

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/4MZPS6PZFKUX25V74WLEGJFABU \
  | 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: e332f979f92aa97d76bfe5964324a00d34ced5eec325f1249fc086eb6c9fdd52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53180421f05ec4328de92ced1e542480a67151d0f9d674dada21b6e72a20a905",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-28T16:11:27Z",
    "title_canon_sha256": "c725e07949495b83316270f3ba57f8cb76a88f949a29c808f213c3b01f6aa38b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.15253",
    "kind": "arxiv",
    "version": 1
  }
}