Pith Number

pith:WLK6PVN4

pith:2019:WLK6PVN4PFQBR6G7GGXOP7AOFK

not attested not anchored not stored refs pending

Toward an Automated Auction Framework for Wireless Federated Learning Services Market

Bin Lin, Dong In Kim, Dusit Niyato, Ping Wang, Yutao Jiao

arxiv:1912.06370 v2 · 2019-12-13 · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WLK6PVN4PFQBR6G7GGXOP7AOFK}

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

Strategic Incentivization for Locally Differentially Private Federated Learning

Receipt and verification

First computed	2026-07-05T00:50:53.692020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2d5e7d5bc796018f8df31aee7fc0e2a8073d48035a4fbf2ecdcf46796fa502f

Aliases

arxiv: 1912.06370 · arxiv_version: 1912.06370v2 · doi: 10.48550/arxiv.1912.06370 · pith_short_12: WLK6PVN4PFQB · pith_short_16: WLK6PVN4PFQBR6G7 · pith_short_8: WLK6PVN4

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/WLK6PVN4PFQBR6G7GGXOP7AOFK \
  | 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: b2d5e7d5bc796018f8df31aee7fc0e2a8073d48035a4fbf2ecdcf46796fa502f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "566fdc58c9baae985dd12ec4374ce7bc7a75961fd42d959d8fdbe1097bb5f48c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2019-12-13T09:48:56Z",
    "title_canon_sha256": "7a9ea82ff0ad8dc73a324468556ff9e3454192c57cc7e7e94ed76d0c0d43dc16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.06370",
    "kind": "arxiv",
    "version": 2
  }
}