Pith Number

pith:XYRAXBA6

pith:2024:XYRAXBA6EILWCHWQFUCG66KM2X

not attested not anchored not stored refs pending

How Can Incentives and Cut Layer Selection Influence Data Contribution in Split Federated Learning?

H. Vincent Poor, Joohyung Lee, Jungchan Cho, Mohamed Seif, Wonjun Lee

arxiv:2412.07813 v3 · 2024-12-10 · cs.GT · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{XYRAXBA6EILWCHWQFUCG66KM2X}

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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

Fast AI Model Partition for Split Learning over Edge Networks

Receipt and verification

First computed	2026-07-05T10:04:20.820415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be220b841e2217611ed02d046f794cd5c9c38a85ef0dc96df9e1824ac2533138

Aliases

arxiv: 2412.07813 · arxiv_version: 2412.07813v3 · doi: 10.48550/arxiv.2412.07813 · pith_short_12: XYRAXBA6EILW · pith_short_16: XYRAXBA6EILWCHWQ · pith_short_8: XYRAXBA6

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/XYRAXBA6EILWCHWQFUCG66KM2X \
  | 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: be220b841e2217611ed02d046f794cd5c9c38a85ef0dc96df9e1824ac2533138

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c662c5c1c8573bc30ae5c44f1e246eeec0c7270094fa01109e81a927de397dd4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-12-10T06:24:08Z",
    "title_canon_sha256": "400d30bd8148b87eea5c8a07ff9e7e64d47cd3dc62ea0851e636afb92a5512e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07813",
    "kind": "arxiv",
    "version": 3
  }
}