Pith Number

pith:GRCFLRHC

pith:2024:GRCFLRHCC62RYYAXYCBURUBYZ7

not attested not anchored not stored refs pending

Heterogeneous Multi-Agent Reinforcement Learning for Distributed Channel Access in WLANs

Chongtao Guo, Geoffrey Ye Li, Jiaming Yu, Le Liang, Shi Jin, Ziyang Guo

arxiv:2412.14218 v2 · 2024-12-18 · cs.LG · cs.AI · 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{GRCFLRHCC62RYYAXYCBURUBYZ7}

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	2026-07-05T11:20:07.147906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

344455c4e217b51c6017c08348d038cff4c8f16b872337dfa49a9c61bd906860

Aliases

arxiv: 2412.14218 · arxiv_version: 2412.14218v2 · doi: 10.48550/arxiv.2412.14218 · pith_short_12: GRCFLRHCC62R · pith_short_16: GRCFLRHCC62RYYAX · pith_short_8: GRCFLRHC

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/GRCFLRHCC62RYYAXYCBURUBYZ7 \
  | 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: 344455c4e217b51c6017c08348d038cff4c8f16b872337dfa49a9c61bd906860

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9f8c875dcb503abc543c669b70ea552312f29abe3bf4dd447c0f6ff9e80e2c9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T13:50:31Z",
    "title_canon_sha256": "da71269e0135798cc79eb61fb142421271afd50c970b477f8865c578ea10a457"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14218",
    "kind": "arxiv",
    "version": 2
  }
}