Pith Number

pith:T4QMQ7DY

pith:2019:T4QMQ7DYWKHXZ72DZR7QLWJ7TY

not attested not anchored not stored refs pending

Deep Reinforcement Learning with Discrete Normalized Advantage Functions for Resource Management in Network Slicing

Chen Qi, Honggang Zhang, Rongpeng Li, Yuxiu Hua, Zhifeng Zhao

arxiv:1906.04594 v1 · 2019-06-10 · cs.LG · 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{T4QMQ7DYWKHXZ72DZR7QLWJ7TY}

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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	2026-05-17T23:43:38.811455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f20c87c78b28f7cff43cc7f05d93f9e269e2a40c617b2ef56e7d7eaba2f9e07

Aliases

arxiv: 1906.04594 · arxiv_version: 1906.04594v1 · doi: 10.48550/arxiv.1906.04594 · pith_short_12: T4QMQ7DYWKHX · pith_short_16: T4QMQ7DYWKHXZ72D · pith_short_8: T4QMQ7DY

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/T4QMQ7DYWKHXZ72DZR7QLWJ7TY \
  | 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: 9f20c87c78b28f7cff43cc7f05d93f9e269e2a40c617b2ef56e7d7eaba2f9e07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d33809402900e61a5b7e49a4fb8143f5f3e7d01e292636e1b1e831466004e49f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-10T05:28:44Z",
    "title_canon_sha256": "7b7cf2ff6b97d70f8bdc757e9600a54c76591bc26fc5675365152e537fe43ed8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.04594",
    "kind": "arxiv",
    "version": 1
  }
}