Pith Number

pith:M6KWMAE3

pith:2021:M6KWMAE3ESZGLMGE4I5E7EMZGE

not attested not anchored not stored refs pending

RLOps: Development Life-cycle of Reinforcement Learning Aided Open RAN

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

arxiv:2111.06978 v2 · 2021-11-12 · cs.NI · 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{M6KWMAE3ESZGLMGE4I5E7EMZGE}

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	2026-07-05T05:19:12.050641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

679566009b24b265b0c4e23a4f91993121f4d5cf7225c5256983f39bb1dbb2ce

Aliases

arxiv: 2111.06978 · arxiv_version: 2111.06978v2 · doi: 10.48550/arxiv.2111.06978 · pith_short_12: M6KWMAE3ESZG · pith_short_16: M6KWMAE3ESZGLMGE · pith_short_8: M6KWMAE3

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/M6KWMAE3ESZGLMGE4I5E7EMZGE \
  | 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: 679566009b24b265b0c4e23a4f91993121f4d5cf7225c5256983f39bb1dbb2ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc72ae83ddddaa778f908b3e40100ac0f18ab05890e8f381d500c6b391b1038e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2021-11-12T22:57:09Z",
    "title_canon_sha256": "7ca5f47d777284b034cb9d6e59563233991d26589e4e59a35216030263188896"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.06978",
    "kind": "arxiv",
    "version": 2
  }
}