Pith Number

pith:LT35SZVO

pith:2019:LT35SZVO3VDVWBKEEIVQ26MTNC

not attested not anchored not stored refs pending

A Deep Actor-Critic Reinforcement Learning Framework for Dynamic Multichannel Access

Chen Zhong, M. Cenk Gursoy, Senem Velipasalar, Ziyang Lu

arxiv:1908.08401 v1 · 2019-08-20 · cs.LG · cs.IT · math.IT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LT35SZVO3VDVWBKEEIVQ26MTNC}

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	2026-07-04T23:59:12.496761Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cf7d966aedd475b0544222b0d79936890db91e055f3161518f3cc351aa01f17

Aliases

arxiv: 1908.08401 · arxiv_version: 1908.08401v1 · doi: 10.48550/arxiv.1908.08401 · pith_short_12: LT35SZVO3VDV · pith_short_16: LT35SZVO3VDVWBKE · pith_short_8: LT35SZVO

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/LT35SZVO3VDVWBKEEIVQ26MTNC \
  | 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: 5cf7d966aedd475b0544222b0d79936890db91e055f3161518f3cc351aa01f17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a82c2f4f17112e5d9bbab2a8e3010a99b512208afda66f9c1193b9cf5750aba5",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-20T20:19:35Z",
    "title_canon_sha256": "54e5b8635c593f775f90d159afd4a692cbe95511d32da9777b4fd21a631e756e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.08401",
    "kind": "arxiv",
    "version": 1
  }
}