Pith Number

pith:GAG5EOGN

pith:2024:GAG5EOGNIMCDYAMBHRKHFM5MLP

not attested not anchored not stored refs pending

Design and Evaluation of Deep Reinforcement Learning for Energy Saving in Open RAN

Andrea Lacava, Francesca Cuomo, Manoj AnanthaSwamy Nittoor, Matteo Bordin, Michele Polese, Rajarajan Sivaraj, Sai Satish, Tommaso Melodia

arxiv:2410.14021 v1 · 2024-10-17 · 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{GAG5EOGNIMCDYAMBHRKHFM5MLP}

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

PPO-EPO: Energy and Performance Optimization for O-RAN Using Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:22:26.004925Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

300dd238cd43043c01813c5472b3ac5bcfc47af16350d4860736ac58727114a5

Aliases

arxiv: 2410.14021 · arxiv_version: 2410.14021v1 · doi: 10.48550/arxiv.2410.14021 · pith_short_12: GAG5EOGNIMCD · pith_short_16: GAG5EOGNIMCDYAMB · pith_short_8: GAG5EOGN

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/GAG5EOGNIMCDYAMBHRKHFM5MLP \
  | 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: 300dd238cd43043c01813c5472b3ac5bcfc47af16350d4860736ac58727114a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fba1c11db07b37dcd8d90bb7a92b2ab21807f5b2686f7206d7dec0027209f288",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-10-17T20:48:37Z",
    "title_canon_sha256": "a7884715e6e40c7f36942a7cf7340d32214fe730052b138d63b995d9565b4fa3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14021",
    "kind": "arxiv",
    "version": 1
  }
}