Pith. sign in
Pith Number

pith:UGH3WGWJ

pith:2025:UGH3WGWJ34RYBDHSWLTAURWLLH
not attested not anchored not stored refs pending

Towards Scalable O-RAN Resource Management: Graph-Augmented Proximal Policy Optimization

Duc-Thinh Ngo (STACK, Kandaraj Piamrat, LS2N), Ons Aouedi, Philippe Raipin-Parv\'edy, Thomas Hassan

arxiv:2509.10499 v1 · 2025-09-01 · cs.NI · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UGH3WGWJ34RYBDHSWLTAURWLLH}

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 2026-07-05T12:11:22.047792Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a18fbb1ac9df23808cf2b2e60a46cb59fe652fedb9c093bccf1e9e078c09d8ac

Aliases

arxiv: 2509.10499 · arxiv_version: 2509.10499v1 · doi: 10.48550/arxiv.2509.10499 · pith_short_12: UGH3WGWJ34RY · pith_short_16: UGH3WGWJ34RYBDHS · pith_short_8: UGH3WGWJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UGH3WGWJ34RYBDHSWLTAURWLLH \
  | 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: a18fbb1ac9df23808cf2b2e60a46cb59fe652fedb9c093bccf1e9e078c09d8ac
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "37aea73f4bd3708e0a6838bc3894d490d86fdf2fd8239f8b4a8c50de970ca6da",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-09-01T08:53:04Z",
    "title_canon_sha256": "1d541fb60f8c04640ba0859241d86d865b31a4041d163432f6c68ab8e39ee07f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10499",
    "kind": "arxiv",
    "version": 1
  }
}