Pith Number

pith:YOMK2UOG

pith:2019:YOMK2UOGSNL3SNK2UADPFIDV4T

not attested not anchored not stored refs pending

Model-based Reinforcement Learning for Predictions and Control for Limit Order Books

Haoran Wei, Keith Decker, Lidia Mangu, Yuanbo Wang

arxiv:1910.03743 v1 · 2019-10-09 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YOMK2UOGSNL3SNK2UADPFIDV4T}

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.

Cited by

4 papers in Pith

KineticSim: A Lightweight, High-Performance Execution Engine for Real-Time Market Simulators

DeepSeekMath Meets Order Book: Group-Aware Policy Optimization for High-Frequency Directional Trading

The Invisible Handshake: Persistent Overpricing by Adaptive Market Agents

Receipt and verification

First computed	2026-07-05T00:10:57.515249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c398ad51c69357b9355aa006f2a075e4d5d2e4ed26d01ab9d3f75fbf310e8447

Aliases

arxiv: 1910.03743 · arxiv_version: 1910.03743v1 · doi: 10.48550/arxiv.1910.03743 · pith_short_12: YOMK2UOGSNL3 · pith_short_16: YOMK2UOGSNL3SNK2 · pith_short_8: YOMK2UOG

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/YOMK2UOGSNL3SNK2UADPFIDV4T \
  | 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: c398ad51c69357b9355aa006f2a075e4d5d2e4ed26d01ab9d3f75fbf310e8447

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0689a40603b6fd6172e94fe1e4ef15e4987e590f3aa454144740acf370f61fe1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-10-09T01:42:27Z",
    "title_canon_sha256": "345b27323bd56a7623f767705bfa4b2699075addc4814aa0c10a31fcef600be1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.03743",
    "kind": "arxiv",
    "version": 1
  }
}