Pith Number

pith:EUAL33C7

pith:2024:EUAL33C7XYDJYGMLSSN3JH3N7H

not attested not anchored not stored refs pending

Towards Practical Operation of Deep Reinforcement Learning Agents in Real-World Network Management at Open RAN Edges

Dimitra Simeonidou, Haiyuan Li, Hari Madhukumar, Ning Wang, Peizheng Li, Shuangyi Yan, Yiran Teng, Yuelin Liu, Yulei Wu

arxiv:2410.23086 v2 · 2024-10-30 · cs.NI · cs.AI · cs.DC · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EUAL33C7XYDJYGMLSSN3JH3N7H}

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	2026-07-05T11:39:05.268808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2500bdec5fbe069c198b949bb49f6df9ed438c8ab2198f78c83fc8a84377488d

Aliases

arxiv: 2410.23086 · arxiv_version: 2410.23086v2 · doi: 10.48550/arxiv.2410.23086 · pith_short_12: EUAL33C7XYDJ · pith_short_16: EUAL33C7XYDJYGML · pith_short_8: EUAL33C7

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/EUAL33C7XYDJYGMLSSN3JH3N7H \
  | 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: 2500bdec5fbe069c198b949bb49f6df9ed438c8ab2198f78c83fc8a84377488d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e183b84d21edc00064512c8717582181c5cfa15b9273d9964032a808acf47c4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-10-30T15:02:54Z",
    "title_canon_sha256": "fd397f84bc5758c4277089fa18a941fa7389592237fdc765f4773454e033a750"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23086",
    "kind": "arxiv",
    "version": 2
  }
}