Pith Number

pith:Z5VMBQRR

pith:2025:Z5VMBQRR3HQTJHHVCJ4BWLXQX4

not attested not anchored not stored refs pending

Novel Multi-Agent Action Masked Deep Reinforcement Learning for General Industrial Assembly Lines Balancing Problems

Ali Mohamed Ali, Hashim A. Hashim, Luca Tirel

arxiv:2507.16635 v1 · 2025-07-22 · 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{Z5VMBQRR3HQTJHHVCJ4BWLXQX4}

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	2026-07-05T11:41:28.061728Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf6ac0c231d9e1349cf512781b2ef0bf193dcbde097bd896edff039e6448cf3b

Aliases

arxiv: 2507.16635 · arxiv_version: 2507.16635v1 · doi: 10.48550/arxiv.2507.16635 · pith_short_12: Z5VMBQRR3HQT · pith_short_16: Z5VMBQRR3HQTJHHV · pith_short_8: Z5VMBQRR

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/Z5VMBQRR3HQTJHHVCJ4BWLXQX4 \
  | 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: cf6ac0c231d9e1349cf512781b2ef0bf193dcbde097bd896edff039e6448cf3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee7af2f8655cb477f6e18a5824f1353c4918d3c98d1c288015a04c21da4267cd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-22T14:34:36Z",
    "title_canon_sha256": "e4fd12fe250c704bfd8bcee593b7c8ff1fec7af87e0772fafc4fcf17ef51e288"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16635",
    "kind": "arxiv",
    "version": 1
  }
}