Pith Number

pith:UUOMDQKN

pith:2022:UUOMDQKNLDXKXD3PWU6ZUZMNQX

not attested not anchored not stored refs pending

A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems

Andrea Gesmundo

arxiv:2209.07326 v3 · 2022-09-15 · cs.LG · cs.AI · 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{UUOMDQKNLDXKXD3PWU6ZUZMNQX}

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

Intelligent Character Recognition of Handwritten Forms with Deep Neural Networks

Receipt and verification

First computed	2026-07-05T05:13:37.541034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a51cc1c14d58eeab8f6fb53d9a658d85c2c40c5d8f4a97f0ba1c652da9e4c879

Aliases

arxiv: 2209.07326 · arxiv_version: 2209.07326v3 · doi: 10.48550/arxiv.2209.07326 · pith_short_12: UUOMDQKNLDXK · pith_short_16: UUOMDQKNLDXKXD3P · pith_short_8: UUOMDQKN

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/UUOMDQKNLDXKXD3PWU6ZUZMNQX \
  | 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: a51cc1c14d58eeab8f6fb53d9a658d85c2c40c5d8f4a97f0ba1c652da9e4c879

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5744d23e75a75fad32a4132754cb65dc2b2f8d3767b9d9393df6072bce39968",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-15T14:36:17Z",
    "title_canon_sha256": "d01149fa1c8a5dc14653c2b01631f0642874a299e9b50f92ab7246e8022b653a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.07326",
    "kind": "arxiv",
    "version": 3
  }
}