Pith. sign in
Pith Number

pith:5C77QSXM

pith:2021:5C77QSXMXGATFGZ6UR4PN2QIW5
not attested not anchored not stored refs pending

Motivating Learners in Multi-Orchestrator Mobile Edge Learning: A Stackelberg Game Approach

Aiman Erbad, Amr Mohamed, Mhd Saria Allahham, Mohsen Guizani, Sameh Sorour

arxiv:2109.12409 v3 · 2021-09-25 · cs.NI · cs.AI · cs.DC · cs.GT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5C77QSXMXGATFGZ6UR4PN2QIW5}

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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 2026-07-05T03:44:45.264293Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e8bff84aecb981329b3ea478f6ea08b74332100f7ef2c6f7373155324bb6a7a2

Aliases

arxiv: 2109.12409 · arxiv_version: 2109.12409v3 · doi: 10.48550/arxiv.2109.12409 · pith_short_12: 5C77QSXMXGAT · pith_short_16: 5C77QSXMXGATFGZ6 · pith_short_8: 5C77QSXM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5C77QSXMXGATFGZ6UR4PN2QIW5 \
  | 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: e8bff84aecb981329b3ea478f6ea08b74332100f7ef2c6f7373155324bb6a7a2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "619e260f837a238d4e175d9302438617a544640b3be3b22ffcc1061c1d945461",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2021-09-25T17:27:48Z",
    "title_canon_sha256": "8a80006edf8e0e053dc1bade4be8c9951549dc54e379481474867290dcb68199"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.12409",
    "kind": "arxiv",
    "version": 3
  }
}