Pith Number

pith:CS224CXY

pith:2026:CS224CXY55RKL5ATAHLYP7UN3B

not attested not anchored not stored refs pending

Action-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device Tuning

Cornelius Carlsson, Edwin De Nicolo, Natalia Ares, Pranav Vaidhyanathan, Rahul Marchand

arxiv:2607.09422 v1 · 2026-07-10 · cs.LG · cond-mat.mes-hall

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CS224CXY55RKL5ATAHLYP7UN3B}

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	2026-07-13T01:19:13.037875Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14b5ae0af8ef62a5f41301d787fe8dd853c6726b25d4e0f4dca50e213e20a4e8

Aliases

arxiv: 2607.09422 · arxiv_version: 2607.09422v1 · doi: 10.48550/arxiv.2607.09422 · pith_short_12: CS224CXY55RK · pith_short_16: CS224CXY55RKL5AT · pith_short_8: CS224CXY

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/CS224CXY55RKL5ATAHLYP7UN3B \
  | 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: 14b5ae0af8ef62a5f41301d787fe8dd853c6726b25d4e0f4dca50e213e20a4e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93f28ab9c1c8cc0410ca87755fba00b229414e65152ec4374c2432f23dc5fa9e",
    "cross_cats_sorted": [
      "cond-mat.mes-hall"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-10T13:50:29Z",
    "title_canon_sha256": "2dca59a80fb28562392ca9e99b4b053b5d7ed010b2f15bc7c452b423cf11c494"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.09422",
    "kind": "arxiv",
    "version": 1
  }
}