Pith Number

pith:VJVVZTFU

pith:2018:VJVVZTFUJTDCEHAFOTJRYEJD2G

not attested not anchored not stored refs pending

Multi-objective Evolutionary Federated Learning

Hangyu Zhu, Yaochu Jin

arxiv:1812.07478 v2 · 2018-12-18 · cs.LG · cs.AI · 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{VJVVZTFUJTDCEHAFOTJRYEJD2G}

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

On improving deep learning generalization with adaptive sparse connectivity

Receipt and verification

First computed	2026-05-17T23:43:50.257855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa6b5cccb44cc6221c0574d31c1123d1b351d90a4850fba26f2f3956097ff9e2

Aliases

arxiv: 1812.07478 · arxiv_version: 1812.07478v2 · doi: 10.48550/arxiv.1812.07478 · pith_short_12: VJVVZTFUJTDC · pith_short_16: VJVVZTFUJTDCEHAF · pith_short_8: VJVVZTFU

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/VJVVZTFUJTDCEHAFOTJRYEJD2G \
  | 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: aa6b5cccb44cc6221c0574d31c1123d1b351d90a4850fba26f2f3956097ff9e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06304421486494e9a21917ef1d1dfb7cf2cc010dc61d991ad03a90fba5580272",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-18T16:55:03Z",
    "title_canon_sha256": "045f4643a98a5fc8503842b95f1d924b67cb513498a4c8c67611af8c2e270df3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.07478",
    "kind": "arxiv",
    "version": 2
  }
}