Pith Number

pith:OQCPN7VP

pith:2020:OQCPN7VPGRW2LU3YFNCQNGY4H7

not attested not anchored not stored refs pending

Knowledge-Assisted Deep Reinforcement Learning in 5G Scheduler Design: From Theoretical Framework to Implementation

Branka Vucetic, Changyang She, David McKechnie, Simon Lumb, Todd Essery, Wibowo Hardjawana, Zhouyou Gu

arxiv:2009.08346 v2 · 2020-09-17 · eess.SP · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OQCPN7VPGRW2LU3YFNCQNGY4H7}

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	2026-07-05T02:12:30.539469Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7404f6feaf346da5d3782b45069b1c3fe475d162b378ef1e4d7330166a66a538

Aliases

arxiv: 2009.08346 · arxiv_version: 2009.08346v2 · doi: 10.48550/arxiv.2009.08346 · pith_short_12: OQCPN7VPGRW2 · pith_short_16: OQCPN7VPGRW2LU3Y · pith_short_8: OQCPN7VP

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/OQCPN7VPGRW2LU3YFNCQNGY4H7 \
  | 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: 7404f6feaf346da5d3782b45069b1c3fe475d162b378ef1e4d7330166a66a538

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c384d5fc79bc6498972040e0c15ce7e36e8634acf208972edba0ba82533d10c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2020-09-17T14:52:12Z",
    "title_canon_sha256": "42c03f0c624ee39536653c94d624c0de7fb180477cea15b6d9900b00a2f33972"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.08346",
    "kind": "arxiv",
    "version": 2
  }
}