Pith Number

pith:VPNCBKUR

pith:2020:VPNCBKURVBPMPZGTADNBOCUSNG

not attested not anchored not stored refs pending

AutoML-Zero: Evolving Machine Learning Algorithms From Scratch

Chen Liang, David R. So, Esteban Real, Quoc V. Le

arxiv:2003.03384 v2 · 2020-03-06 · cs.LG · cs.NE · 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{VPNCBKURVBPMPZGTADNBOCUSNG}

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

3 papers in Pith

LLM-Driven Neural Network Generation with Same-Family Architecture Guidance: Disentangling Transfer and Adaptation

CVEvolve: Autonomous Algorithm Discovery for Unstructured Scientific Data Processing

ResearchEVO: An End-to-End Framework for Automated Scientific Discovery and Documentation

Receipt and verification

First computed	2026-07-05T01:14:41.427728Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abda20aa91a85ec7e4d300da170a92698e40513600d304d4dc510767c0cec5bf

Aliases

arxiv: 2003.03384 · arxiv_version: 2003.03384v2 · doi: 10.48550/arxiv.2003.03384 · pith_short_12: VPNCBKURVBPM · pith_short_16: VPNCBKURVBPMPZGT · pith_short_8: VPNCBKUR

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/VPNCBKURVBPMPZGTADNBOCUSNG \
  | 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: abda20aa91a85ec7e4d300da170a92698e40513600d304d4dc510767c0cec5bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ec6c2761537c18d841ef457fa31106e3b542400f6225cdaa744f35b99c1dfec",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-06T19:00:04Z",
    "title_canon_sha256": "0de4389caa4a81232dd268a543c08c6691a638e378e9206965a7dd469d65df37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.03384",
    "kind": "arxiv",
    "version": 2
  }
}