Pith Number

pith:V3VT6MK7

pith:2023:V3VT6MK77ZWFOTFOV6FXN5G4GQ

not attested not anchored not stored refs pending

DECN: Evolution Inspired Deep Convolution Network for Black-box Optimization

Jing Liu, Kai Wu, Penghui Liu, Xiaobin Li

arxiv:2304.09599 v4 · 2023-04-19 · cs.NE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V3VT6MK77ZWFOTFOV6FXN5G4GQ}

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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

AutoSGNN: Automatic Propagation Mechanism Discovery for Spectral Graph Neural Networks

Receipt and verification

First computed	2026-07-05T09:52:56.491457Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aeeb3f315ffe6c574caeaf8b76f4dc3423d9ef9aa16544e32a7271a036055062

Aliases

arxiv: 2304.09599 · arxiv_version: 2304.09599v4 · doi: 10.48550/arxiv.2304.09599 · pith_short_12: V3VT6MK77ZWF · pith_short_16: V3VT6MK77ZWFOTFO · pith_short_8: V3VT6MK7

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/V3VT6MK77ZWFOTFOV6FXN5G4GQ \
  | 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: aeeb3f315ffe6c574caeaf8b76f4dc3423d9ef9aa16544e32a7271a036055062

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f07f1254560d01788f5ddbdb8a8d60cae0dbe68ed463dc3d9b70d691a7e421f2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2023-04-19T12:14:01Z",
    "title_canon_sha256": "af43eb2e96f6e03401c690c06bbb6dfce118b3ce999fbbfddef3c51e14219512"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.09599",
    "kind": "arxiv",
    "version": 4
  }
}