Pith Number

pith:AOF6LBDT

pith:2022:AOF6LBDT67WZ2R4KN3WP2INTLO

not attested not anchored not stored refs pending

Fix Bugs with Transformer through a Neural-Symbolic Edit Grammar

Lee Pike, Qiang Zhou, Xingjian Shi, Yaojie Hu

arxiv:2204.06643 v1 · 2022-04-13 · cs.LG · cs.AI · cs.PL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AOF6LBDT67WZ2R4KN3WP2INTLO}

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.

Receipt and verification

First computed	2026-07-05T04:15:16.038637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

038be58473f7ed9d478a6eecfd21b35b84020683c19a4df10f3f5cff65d84b44

Aliases

arxiv: 2204.06643 · arxiv_version: 2204.06643v1 · doi: 10.48550/arxiv.2204.06643 · pith_short_12: AOF6LBDT67WZ · pith_short_16: AOF6LBDT67WZ2R4K · pith_short_8: AOF6LBDT

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/AOF6LBDT67WZ2R4KN3WP2INTLO \
  | 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: 038be58473f7ed9d478a6eecfd21b35b84020683c19a4df10f3f5cff65d84b44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6410104105321d5f6cb68178b3c6b5b219697732ad3b25ea2db31e35941f341",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-13T21:39:01Z",
    "title_canon_sha256": "a8c765126e6fed8c79e1315ff19370ae07fcffcf63d412f14ca87210f01addd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.06643",
    "kind": "arxiv",
    "version": 1
  }
}