Pith Number

pith:N53IOSOD

pith:2023:N53IOSODGRA43DZY7PV2ZSNLGU

not attested not anchored not stored refs pending

Associative Transformer

Hideya Ochiai, Ryota Kanai, Stephen Lin, Yuwei Sun, Zhirong Wu

arxiv:2309.12862 v4 · 2023-09-22 · cs.LG · cs.CV · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N53IOSODGRA43DZY7PV2ZSNLGU}

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

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures

Receipt and verification

First computed	2026-07-05T10:28:12.297113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f768749c33441cd8f38fbebacc9ab3529dfb8ebf6a672acac1ae409eae32c5a

Aliases

arxiv: 2309.12862 · arxiv_version: 2309.12862v4 · doi: 10.48550/arxiv.2309.12862 · pith_short_12: N53IOSODGRA4 · pith_short_16: N53IOSODGRA43DZY · pith_short_8: N53IOSOD

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/N53IOSODGRA43DZY7PV2ZSNLGU \
  | 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: 6f768749c33441cd8f38fbebacc9ab3529dfb8ebf6a672acac1ae409eae32c5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87d9c27d97009a8d3734103a56cda1e016a4e6fe561a2279b1058ee9ac5ec2ff",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-22T13:37:10Z",
    "title_canon_sha256": "133b5e3f88a3e9d453e06bc1510611042805a399a7c198e6d720da2606f6d359"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.12862",
    "kind": "arxiv",
    "version": 4
  }
}