Pith Number

pith:B4ZZBNER

pith:2021:B4ZZBNERNQHQ7HGLZGA3PD6RIF

not attested not anchored not stored refs pending

Learning to Classify and Imitate Trading Agents in Continuous Double Auction Markets

Danilo Mandic, Mahmoud Mahfouz, Manuela Veloso, Tucker Balch

arxiv:2110.01325 v2 · 2021-10-04 · q-fin.CP · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B4ZZBNERNQHQ7HGLZGA3PD6RIF}

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	2026-07-05T03:27:05.072607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f3390b4916c0f0f9ccbc981b78fd1417b4b32893a6e100c1cf748b2d882b1c6

Aliases

arxiv: 2110.01325 · arxiv_version: 2110.01325v2 · doi: 10.48550/arxiv.2110.01325 · pith_short_12: B4ZZBNERNQHQ · pith_short_16: B4ZZBNERNQHQ7HGL · pith_short_8: B4ZZBNER

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/B4ZZBNERNQHQ7HGLZGA3PD6RIF \
  | 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: 0f3390b4916c0f0f9ccbc981b78fd1417b4b32893a6e100c1cf748b2d882b1c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de82984e8735b0767033a90e1e40fd16f44978b399be5ec672f2879cbbb05fc4",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2021-10-04T11:08:07Z",
    "title_canon_sha256": "bd932b9a47b5853076b7f0445d0583aa3dc3b7a29b3d9153101b94642e70952e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.01325",
    "kind": "arxiv",
    "version": 2
  }
}