Pith. sign in
Pith Number

pith:D2PFNM24

pith:2022:D2PFNM24OP25YRBACLQY6NPKMT
not attested not anchored not stored refs pending

Learning to simulate realistic limit order book markets from data as a World Agent

Andrea Coletta, Aymeric Moulin, Svitlana Vyetrenko, Tucker Balch

arxiv:2210.09897 v1 · 2022-09-26 · q-fin.TR · cs.GT · cs.LG · q-fin.CP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{D2PFNM24OP25YRBACLQY6NPKMT}

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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 2026-07-05T05:08:00.583115Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1e9e56b35c73f5dc442012e18f35ea64cc1b614dac34a6718f0d3167dd48161e

Aliases

arxiv: 2210.09897 · arxiv_version: 2210.09897v1 · doi: 10.48550/arxiv.2210.09897 · pith_short_12: D2PFNM24OP25 · pith_short_16: D2PFNM24OP25YRBA · pith_short_8: D2PFNM24
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/D2PFNM24OP25YRBACLQY6NPKMT \
  | 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: 1e9e56b35c73f5dc442012e18f35ea64cc1b614dac34a6718f0d3167dd48161e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a85b573bd2daabb5334d580aa1bfe5e31071285ac6910118eb5f26e136674a49",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG",
      "q-fin.CP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2022-09-26T09:17:11Z",
    "title_canon_sha256": "786ced92d52c04bc5aecac793700368d031761cfffa70e10c51258979c5ab8cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.09897",
    "kind": "arxiv",
    "version": 1
  }
}