Pith. sign in
Pith Number

pith:U5AEKMQX

pith:2026:U5AEKMQXWS2IXYE5ZESDQRL5UO
not attested not anchored not stored refs pending

Closed-Loop Control with Rule-Aligned Small Language Models and Multi-Agent Self-Correction

Javal Vyas, Mehmet Mercangoz, Tong Liu, Yuchen Wang

arxiv:2607.09713 v1 · 2026-06-24 · cs.AI · cs.MA · cs.RO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{U5AEKMQXWS2IXYE5ZESDQRL5UO}

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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 2026-07-14T00:18:31.709179Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a740453217b4b48be09dc92438457da3ab4c6b25211c6427d58d879ea938589f

Aliases

arxiv: 2607.09713 · arxiv_version: 2607.09713v1 · doi: 10.48550/arxiv.2607.09713 · pith_short_12: U5AEKMQXWS2I · pith_short_16: U5AEKMQXWS2IXYE5 · pith_short_8: U5AEKMQX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/U5AEKMQXWS2IXYE5ZESDQRL5UO \
  | 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: a740453217b4b48be09dc92438457da3ab4c6b25211c6427d58d879ea938589f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "04cbea412a1ed6249a36d2f8aaa4f52cdeb521e8eb8f8e7164ac5ed97db7fc59",
    "cross_cats_sorted": [
      "cs.MA",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-24T13:49:01Z",
    "title_canon_sha256": "4dbd0c4a7133865fa184bdf9f0706df4ae4a97312c536139ce6f8a6f37530632"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.09713",
    "kind": "arxiv",
    "version": 1
  }
}