Pith Number

pith:3XAWXBIX

pith:2024:3XAWXBIXVCKMNUE3B5Y6KJMTPU

not attested not anchored not stored refs pending

Multi-agent transformer-accelerated RL for satisfaction of STL specifications

Albin Larsson Forsberg, Alexandros Nikou, Aneta Vulgarakis Feljan, Jana Tumova

arxiv:2403.15916 v1 · 2024-03-23 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3XAWXBIXVCKMNUE3B5Y6KJMTPU}

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	2026-07-05T08:00:08.364784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ddc16b8517a894c6d09b0f71e525937d13ce41d2b1e4ebc34bc001992f71a48e

Aliases

arxiv: 2403.15916 · arxiv_version: 2403.15916v1 · doi: 10.48550/arxiv.2403.15916 · pith_short_12: 3XAWXBIXVCKM · pith_short_16: 3XAWXBIXVCKMNUE3 · pith_short_8: 3XAWXBIX

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/3XAWXBIXVCKMNUE3B5Y6KJMTPU \
  | 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: ddc16b8517a894c6d09b0f71e525937d13ce41d2b1e4ebc34bc001992f71a48e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cfae87cc79b04748ea8e9d56a37abbbc64b0586836fb2efcdf14cb2ce9be2113",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-03-23T19:13:01Z",
    "title_canon_sha256": "f662c63cb345ec08b86b63436d7dfcfb66b097b01c1e669ae40d043b37fc4505"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.15916",
    "kind": "arxiv",
    "version": 1
  }
}