Pith Number

pith:YJXUXGV4

pith:2021:YJXUXGV4W43CWYACCSZKD6GYEV

not attested not anchored not stored refs pending

Joint Resource Management for MC-NOMA: A Deep Reinforcement Learning Approach

Norman C. Beaulieu, Shaoyang Wang, Tiejun Lv, Wei Ni, Y. Jay Guo

arxiv:2103.15371 v1 · 2021-03-29 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YJXUXGV4W43CWYACCSZKD6GYEV}

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	2026-07-05T02:27:05.349574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c26f4b9abcb7362b600214b2a1f8d8254df46b551ae02ac7b21a7c466785538d

Aliases

arxiv: 2103.15371 · arxiv_version: 2103.15371v1 · doi: 10.48550/arxiv.2103.15371 · pith_short_12: YJXUXGV4W43C · pith_short_16: YJXUXGV4W43CWYAC · pith_short_8: YJXUXGV4

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/YJXUXGV4W43CWYACCSZKD6GYEV \
  | 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: c26f4b9abcb7362b600214b2a1f8d8254df46b551ae02ac7b21a7c466785538d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb1f0188fa606cbcd0fa26e385de4fb28a7f18e0a4eed80f516823da8224588b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-03-29T06:52:19Z",
    "title_canon_sha256": "ba57260a877adbf3907260c18aaadc41600b030c39ba1de602a7295838f0a994"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.15371",
    "kind": "arxiv",
    "version": 1
  }
}