Pith. sign in
Pith Number

pith:ZDN7J667

pith:2025:ZDN7J667XGPK7RRCOXFAC5XGX3
not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning in Wireless Distributed Networks for 6G

Bo Ai, Bokai Xu, Chau Yuen, Dusit Niyato, Enyu Shi, Jiayi Zhang, M\'erouane Debbah, Shi Jin, Xuemin (Sherman) Shen, Yiyang Zhu, Ziheng Liu

arxiv:2502.05812 v1 · 2025-02-09 · cs.IT · cs.SY · eess.SY · math.IT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZDN7J667XGPK7RRCOXFAC5XGX3}

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 2026-07-05T10:11:43.710660Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c8dbf4fbdfb99eafc62275ca0176e6bedb6738f295f503b527df3d411d0b76e4

Aliases

arxiv: 2502.05812 · arxiv_version: 2502.05812v1 · doi: 10.48550/arxiv.2502.05812 · pith_short_12: ZDN7J667XGPK · pith_short_16: ZDN7J667XGPK7RRC · pith_short_8: ZDN7J667
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZDN7J667XGPK7RRCOXFAC5XGX3 \
  | 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: c8dbf4fbdfb99eafc62275ca0176e6bedb6738f295f503b527df3d411d0b76e4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4f319a02bdd29a86fe8b52cc1d75f0e08d4e5b24ba71e7da655afb05f4655137",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-02-09T08:35:09Z",
    "title_canon_sha256": "a5398cc8b7f44be3fd779c4fc42abc7b02fe77292d05d9ccf9ad667dc7735857"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05812",
    "kind": "arxiv",
    "version": 1
  }
}