Pith Number

pith:7R3UX3FK

pith:2022:7R3UX3FKV7ECIHRGEM2XYMXFJ5

not attested not anchored not stored refs pending

FORLORN: A Framework for Comparing Offline Methods and Reinforcement Learning for Optimization of RAN Parameters

Gard Spreemann, Jeriek Van den Abeele, Vegard Edvardsen

arxiv:2209.13540 v1 · 2022-09-08 · 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{7R3UX3FKV7ECIHRGEM2XYMXFJ5}

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	2026-07-05T05:10:58.452471Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc774becaaafc8241e2623357c32e54f53f4acf92a8bc66f39cff90ee5d4f0fa

Aliases

arxiv: 2209.13540 · arxiv_version: 2209.13540v1 · doi: 10.48550/arxiv.2209.13540 · pith_short_12: 7R3UX3FKV7EC · pith_short_16: 7R3UX3FKV7ECIHRG · pith_short_8: 7R3UX3FK

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/7R3UX3FKV7ECIHRGEM2XYMXFJ5 \
  | 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: fc774becaaafc8241e2623357c32e54f53f4acf92a8bc66f39cff90ee5d4f0fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19421b7350f67f1456e1dd936cb6a353472e31c4fbb35b9c87bf0207a0297184",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2022-09-08T12:58:09Z",
    "title_canon_sha256": "9cc75aa4a511ddc3c436920ec1edcd9360c57dae1009a2c9a508343c4ad9a454"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.13540",
    "kind": "arxiv",
    "version": 1
  }
}