Pith Number

pith:MA5D7ROH

pith:2024:MA5D7ROHWLYB57CKWVCA663THF

not attested not anchored not stored refs pending

Distributed Deep Reinforcement Learning Based Gradient Quantization for Federated Learning Enabled Vehicle Edge Computing

Cui Zhang, Jiangzhou Wang, Khaled B. Letaief, Pingyi Fan, Qiang Fan, Qiong Wu, Wenjun Zhang

arxiv:2407.08462 v2 · 2024-07-11 · 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{MA5D7ROHWLYB57CKWVCA663THF}

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	2026-07-05T11:23:16.859926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

603a3fc5c7b2f01efc4ab5440f7b73395d88070ee7a3e3b2c3366d56275b2c1a

Aliases

arxiv: 2407.08462 · arxiv_version: 2407.08462v2 · doi: 10.48550/arxiv.2407.08462 · pith_short_12: MA5D7ROHWLYB · pith_short_16: MA5D7ROHWLYB57CK · pith_short_8: MA5D7ROH

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/MA5D7ROHWLYB57CKWVCA663THF \
  | 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: 603a3fc5c7b2f01efc4ab5440f7b73395d88070ee7a3e3b2c3366d56275b2c1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9c5839928f2ebed8cc48dd99f4b9b525454fdff742f888e6a4f55bfc468f51d",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-11T12:58:47Z",
    "title_canon_sha256": "3855a87454b586ec0967011c4624bd364989d42840fadfb6ea145e650dcb468a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08462",
    "kind": "arxiv",
    "version": 2
  }
}