Pith. sign in
Pith Number

pith:COLGN5NS

pith:2021:COLGN5NSYGFVMRD4KGMFBJQLEV
not attested not anchored not stored refs pending

Neurosymbolic Transformers for Multi-Agent Communication

Armando Solar-Lezama, James Paulos, Jeevana Priya Inala, Martin Rinard, Osbert Bastani, Vijay Kumar, Yewen Pu, Yichen Yang

arxiv:2101.03238 v1 · 2021-01-05 · cs.MA · cs.LG · cs.PL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{COLGN5NSYGFVMRD4KGMFBJQLEV}

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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 2026-07-05T03:27:55.926220Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

139666f5b2c18b56447c519850a60b2547440c06f288146edf8321649d233ce4

Aliases

arxiv: 2101.03238 · arxiv_version: 2101.03238v1 · doi: 10.48550/arxiv.2101.03238 · pith_short_12: COLGN5NSYGFV · pith_short_16: COLGN5NSYGFVMRD4 · pith_short_8: COLGN5NS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/COLGN5NSYGFVMRD4KGMFBJQLEV \
  | 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: 139666f5b2c18b56447c519850a60b2547440c06f288146edf8321649d233ce4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "775c9f8f7779bbd9e8f2d0a005107c479ac23b54cd61540a7efa6293c7ab861c",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.PL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2021-01-05T04:13:57Z",
    "title_canon_sha256": "40862d43a40624b8cac44e699aaab0c6a99851ea3b9e5bde5e2b37f08e2141eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.03238",
    "kind": "arxiv",
    "version": 1
  }
}