Pith Number

pith:VN4YUIBQ

pith:2026:VN4YUIBQK2BNHGWJZAZ5QAE3MY

not attested not anchored not stored refs pending

Physics-enhanced reinforcement learning for real-time optimal control of dynamical systems

Andrea Manzoni, Gabriele Bruni, Matteo Tomasetto, Nicol\`o Botteghi

arxiv:2607.16177 v1 · 2026-07-17 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VN4YUIBQK2BNHGWJZAZ5QAE3MY}

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	2026-07-20T02:19:38.011991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab798a20305682d39ac9c833d8009b66380cec18d4a8de5822aa4255bde2148a

Aliases

arxiv: 2607.16177 · arxiv_version: 2607.16177v1 · doi: 10.48550/arxiv.2607.16177 · pith_short_12: VN4YUIBQK2BN · pith_short_16: VN4YUIBQK2BNHGWJ · pith_short_8: VN4YUIBQ

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/VN4YUIBQK2BNHGWJZAZ5QAE3MY \
  | 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: ab798a20305682d39ac9c833d8009b66380cec18d4a8de5822aa4255bde2148a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c803908a893d91a53090d88c97e6155aef201fa85e59a7cef2cc3fc5868bbd87",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-17T17:56:05Z",
    "title_canon_sha256": "a612b13915102c51eb048a7f8c923591aa076624f419bd1be6b8d8f5aba80186"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.16177",
    "kind": "arxiv",
    "version": 1
  }
}