Pith Number

pith:ZID3277B

pith:2021:ZID3277BZNNDNUFB2VD6MBW62L

not attested not anchored not stored refs pending

Spatio-Temporal Federated Learning for Massive Wireless Edge Networks

Chun-Hung Liu, Kai-Ten Feng, Lu wei, Yu Luo

arxiv:2110.14578 v2 · 2021-10-27 · cs.LG · cs.NI · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZID3277BZNNDNUFB2VD6MBW62L}

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.

Receipt and verification

First computed	2026-07-05T03:50:36.885208Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca07bd7fe1cb5a36d0a1d547e606ded2f1c2e0179cf0e386bc1b86dfaf45eaf9

Aliases

arxiv: 2110.14578 · arxiv_version: 2110.14578v2 · doi: 10.48550/arxiv.2110.14578 · pith_short_12: ZID3277BZNND · pith_short_16: ZID3277BZNNDNUFB · pith_short_8: ZID3277B

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/ZID3277BZNNDNUFB2VD6MBW62L \
  | 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: ca07bd7fe1cb5a36d0a1d547e606ded2f1c2e0179cf0e386bc1b86dfaf45eaf9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08b2fa5d78c6b17d08d828b1dff7bc8d54c920ce6c5ebe502b481fa0e8a352ae",
    "cross_cats_sorted": [
      "cs.NI",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-27T16:46:45Z",
    "title_canon_sha256": "5283ebc8733b545b4f791e9ab363e50a26e998abd005ef18f53f08ff2518bf65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.14578",
    "kind": "arxiv",
    "version": 2
  }
}