Pith Number

pith:JZIMXY4L

pith:2018:JZIMXY4LFDNE6FKWFPHRDBZ3LN

not attested not anchored not stored refs pending

Efficient Training Management for Mobile Crowd-Machine Learning: A Deep Reinforcement Learning Approach

Dong In Kim, Dusit Niyato, Li-Chun Wang, Nguyen Cong Luong, Tran The Anh

arxiv:1812.03633 v1 · 2018-12-10 · 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{JZIMXY4LFDNE6FKWFPHRDBZ3LN}

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	2026-05-17T23:58:44.266481Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e50cbe38b28da4f15562bcf11873b5b60d5ac46b9e3c3b294c3e7313bf60d03

Aliases

arxiv: 1812.03633 · arxiv_version: 1812.03633v1 · doi: 10.48550/arxiv.1812.03633 · pith_short_12: JZIMXY4LFDNE · pith_short_16: JZIMXY4LFDNE6FKW · pith_short_8: JZIMXY4L

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/JZIMXY4LFDNE6FKWFPHRDBZ3LN \
  | 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: 4e50cbe38b28da4f15562bcf11873b5b60d5ac46b9e3c3b294c3e7313bf60d03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b3bd9280c9889dce99c1a7842f7d280481cd3f76457c6969b0bd4a4285dfc97",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2018-12-10T05:43:42Z",
    "title_canon_sha256": "121e49424c6e6f50c9ed10b6cbab79258546aa75031336028a05191be3199597"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.03633",
    "kind": "arxiv",
    "version": 1
  }
}