Pith Number

pith:VMK2H2XN

pith:2026:VMK2H2XNAX4KOBPN5KCV3OU3C7

not attested not anchored not stored refs pending

On-sky demonstration of reinforcement learning for adaptive optics control

Angelie Alagao, Benoit Neichel, Byron Engler, Jalo Nousiainen, Jean-Francois Sauvage, Jonathan Dray, Markus Kasper, Romain Fetick, Sylvain Cetre, Vincent Chambouleyron

arxiv:2606.10771 v1 · 2026-06-09 · astro-ph.IM · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VMK2H2XNAX4KOBPN5KCV3OU3C7}

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	2026-06-10T01:10:39.761388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab15a3eaed05f8a705edea855dba9b17d664af8cfad52d6901c35e6a21188377

Aliases

arxiv: 2606.10771 · arxiv_version: 2606.10771v1 · doi: 10.48550/arxiv.2606.10771 · pith_short_12: VMK2H2XNAX4K · pith_short_16: VMK2H2XNAX4KOBPN · pith_short_8: VMK2H2XN

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/VMK2H2XNAX4KOBPN5KCV3OU3C7 \
  | 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: ab15a3eaed05f8a705edea855dba9b17d664af8cfad52d6901c35e6a21188377

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96637cf021aa83b294bdd2997de4270857424715f58593403a62d9e1ffa6ca73",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "astro-ph.IM",
    "submitted_at": "2026-06-09T12:26:06Z",
    "title_canon_sha256": "4d38c6ae6ef01304217f2459f66370346929e6d26a7e4bd5e52f8e900517a5ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10771",
    "kind": "arxiv",
    "version": 1
  }
}