Pith. sign in
Pith Number

pith:GONEYZUX

pith:2024:GONEYZUXJJ6R2SIRTJ6W3KYG4D
not attested not anchored not stored refs pending

Socialized Learning: A Survey of the Paradigm Shift for Edge Intelligence in Networked Systems

Chao Qiu, Qinghua Hu, Victor C. M. Leung, Xiaofei Wang, Yunfeng Zhao

arxiv:2404.13348 v4 · 2024-04-20 · cs.NI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GONEYZUXJJ6R2SIRTJ6W3KYG4D}

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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.
Receipt and verification
First computed 2026-07-05T09:30:12.722881Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

339a4c66974a7d1d49119a7d6dab06e0eadf68c50f503f9c1b863df2f2ec2dd0

Aliases

arxiv: 2404.13348 · arxiv_version: 2404.13348v4 · doi: 10.48550/arxiv.2404.13348 · pith_short_12: GONEYZUXJJ6R · pith_short_16: GONEYZUXJJ6R2SIR · pith_short_8: GONEYZUX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GONEYZUXJJ6R2SIRTJ6W3KYG4D \
  | 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: 339a4c66974a7d1d49119a7d6dab06e0eadf68c50f503f9c1b863df2f2ec2dd0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e5923b9e1f2eb231931bf6d17e02b581ab5296bf695eeab5274010f30da9e59a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-04-20T11:07:29Z",
    "title_canon_sha256": "14dc2a2d4b72671d59bde0ab8407ae078346e336eebaaedd12ea96626953c4f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13348",
    "kind": "arxiv",
    "version": 4
  }
}