Pith Number

pith:J6UE4QBM

pith:2026:J6UE4QBMZZP6L6YF2D6JOCR5YM

not attested not anchored not stored refs pending

Persona-Trained Monte Carlo: Estimating Market-Outcome Distributions via Swarms of Persona-Conditioned Neural Policy Bots in a Limit Order Book

Salavat Ishbulatov

arxiv:2606.29556 v1 · 2026-06-28 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J6UE4QBMZZP6L6YF2D6JOCR5YM}

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	2026-06-30T01:18:11.820605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fa84e402cce5fe5fb05d0fc970a3dc32ccdc208078aaabbffdc048b980359e5

Aliases

arxiv: 2606.29556 · arxiv_version: 2606.29556v1 · doi: 10.48550/arxiv.2606.29556 · pith_short_12: J6UE4QBMZZP6 · pith_short_16: J6UE4QBMZZP6L6YF · pith_short_8: J6UE4QBM

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/J6UE4QBMZZP6L6YF2D6JOCR5YM \
  | 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: 4fa84e402cce5fe5fb05d0fc970a3dc32ccdc208078aaabbffdc048b980359e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e267c35007a067bfcb58c53419bc0a39013081a0b9d420e371c35e37363de94d",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-28T18:45:08Z",
    "title_canon_sha256": "f7ba59e1ef6b0dadf5a93d9c8fa414a0c0ee4f5033669b5fdf015036f155e46e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.29556",
    "kind": "arxiv",
    "version": 1
  }
}