Pith Number

pith:MGZ6DHB5

pith:2023:MGZ6DHB55BXNN4JCSIJEHOC7RO

not attested not anchored not stored refs pending

Distributed Multi-Agent Deep Q-Learning for Fast Roaming in IEEE 802.11ax Wi-Fi Systems

Kai-Ten Feng, Li-Hsiang Shen, Ting-Hui Wang

arxiv:2304.01210 v1 · 2023-03-25 · cs.NI · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MGZ6DHB55BXNN4JCSIJEHOC7RO}

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	2026-07-05T05:57:37.661628Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61b3e19c3de86ed6f122921243b85f8bb002da07531c8fdd9eca271b30942dd7

Aliases

arxiv: 2304.01210 · arxiv_version: 2304.01210v1 · doi: 10.48550/arxiv.2304.01210 · pith_short_12: MGZ6DHB55BXN · pith_short_16: MGZ6DHB55BXNN4JC · pith_short_8: MGZ6DHB5

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/MGZ6DHB55BXNN4JCSIJEHOC7RO \
  | 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: 61b3e19c3de86ed6f122921243b85f8bb002da07531c8fdd9eca271b30942dd7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bb95b01724faf2e00a0ed3325dd964b737c8be7b7296c8f2b89f769ccd7833b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-03-25T04:39:59Z",
    "title_canon_sha256": "4a9375fe28805ae3d30efba07c499fd1419c4b9bbc4012ee3ca9bc56acbeec4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.01210",
    "kind": "arxiv",
    "version": 1
  }
}