Pith Number

pith:VZM2SIIM

pith:2020:VZM2SIIMLB22UM6O3AXSRF77WH

not attested not anchored not stored refs pending

Estimation of Individual Device Contributions for Incentivizing Federated Learning

Narayan B. Mandayam, Ryoichi Shinkuma, Takayuki Nishio

arxiv:2009.09371 v1 · 2020-09-20 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VZM2SIIMLB22UM6O3AXSRF77WH}

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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

Response-Conditioned Parallel-to-Sequential Orchestration for Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T01:36:37.213184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae59a9210c5875aa33ced82f2897ffb1e5cea5b233541fdc38f926d2150fbdeb

Aliases

arxiv: 2009.09371 · arxiv_version: 2009.09371v1 · doi: 10.48550/arxiv.2009.09371 · pith_short_12: VZM2SIIMLB22 · pith_short_16: VZM2SIIMLB22UM6O · pith_short_8: VZM2SIIM

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/VZM2SIIMLB22UM6O3AXSRF77WH \
  | 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: ae59a9210c5875aa33ced82f2897ffb1e5cea5b233541fdc38f926d2150fbdeb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd656b2fe8796bffe752fa4fab5ff85ae1f305fde15b750b33ef1f6be95cf77f",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-20T07:03:27Z",
    "title_canon_sha256": "517871898ffadbe86b753a4b0ed8643c1784144f6fdc6d4e06b2a0c5eb940f20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.09371",
    "kind": "arxiv",
    "version": 1
  }
}