Pith Number

pith:SGSP55PQ

pith:2026:SGSP55PQO3WDV65ABXYNUVDW6A

not attested not anchored not stored refs pending

Training Small LLMs as Spatial Multi-Agent Policies

Andrew Perrault, Yi Mao

arxiv:2608.01425 v1 · 2026-08-02 · cs.MA · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SGSP55PQO3WDV65ABXYNUVDW6A}

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	2026-08-04T02:05:12.122854Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91a4fef5f076ec3afba00df0da5476f02762394211e08a1efef66a688929faec

Aliases

arxiv: 2608.01425 · arxiv_version: 2608.01425v1 · doi: 10.48550/arxiv.2608.01425 · pith_short_12: SGSP55PQO3WD · pith_short_16: SGSP55PQO3WDV65A · pith_short_8: SGSP55PQ

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/SGSP55PQO3WDV65ABXYNUVDW6A \
  | 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: 91a4fef5f076ec3afba00df0da5476f02762394211e08a1efef66a688929faec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e6a8382b62da7395159cba6cb3383a7c262dc14ebeb760a37f9e19ab5d883d0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-08-02T18:14:40Z",
    "title_canon_sha256": "b2b6a39565a29f689713302395e6dfef6d5dbdfb39745fb19ddb73fab954095f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.01425",
    "kind": "arxiv",
    "version": 1
  }
}