Pith Number

pith:KAIBQQMB

pith:2022:KAIBQQMBQTGKYWZGTWSD4GT4DW

not attested not anchored not stored refs pending

Sim2real for Reinforcement Learning Driven Next Generation Networks

Abdelrahim Ahmad, Angela Doufexi, Arjun Parekh, Arman Shojaeifard, Hakan Erdol, Jonathan Thomas, Peizheng Li, Robert Piechocki, Rui Inacio, Shipra Kapoor, Xiaoyang Wang

arxiv:2206.03846 v1 · 2022-06-08 · cs.LG · 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{KAIBQQMBQTGKYWZGTWSD4GT4DW}

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.

Cited by

1 paper in Pith

MORPH: Multi-Environment Orchestrated Reinforcement Learning for PRB Handling in O-RAN

Receipt and verification

First computed	2026-07-05T04:30:14.120222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

501018418184ccac5b269da43e1a7c1db2062bed83f0f31b635ac240327f8cea

Aliases

arxiv: 2206.03846 · arxiv_version: 2206.03846v1 · doi: 10.48550/arxiv.2206.03846 · pith_short_12: KAIBQQMBQTGK · pith_short_16: KAIBQQMBQTGKYWZG · pith_short_8: KAIBQQMB

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/KAIBQQMBQTGKYWZGTWSD4GT4DW \
  | 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: 501018418184ccac5b269da43e1a7c1db2062bed83f0f31b635ac240327f8cea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ecb7ea6e745d934d4b71ff99d47a2c038168b1a369f0cdcf69ff522d684748f4",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-08T12:40:24Z",
    "title_canon_sha256": "09242d50c38744f6966c99ed319aebfaa31d269c999f82631c8d9b0d7a9590db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03846",
    "kind": "arxiv",
    "version": 1
  }
}