Pith Number

pith:R4YOUURB

pith:2022:R4YOUURBCMEMVUP2MFX2O2DFSX

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Market Making Under a Hawkes Process-Based Limit Order Book Model

Bruno Ga\v{s}perov, Zvonko Kostanj\v{c}ar

arxiv:2207.09951 v1 · 2022-07-20 · q-fin.GN · cs.LG · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R4YOUURBCMEMVUP2MFX2O2DFSX}

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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.

Cited by

1 paper in Pith

Limit Order Book Event Stream Prediction with Diffusion Model

Receipt and verification

First computed	2026-07-05T04:42:03.647753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f30ea52211308cad1fa616fa7686595cd2224eeab61341b54cfc9ff89678857

Aliases

arxiv: 2207.09951 · arxiv_version: 2207.09951v1 · doi: 10.48550/arxiv.2207.09951 · pith_short_12: R4YOUURBCMEM · pith_short_16: R4YOUURBCMEMVUP2 · pith_short_8: R4YOUURB

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/R4YOUURBCMEMVUP2MFX2O2DFSX \
  | 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: 8f30ea52211308cad1fa616fa7686595cd2224eeab61341b54cfc9ff89678857

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "acaba2a3df56a87cd32c521f9fb042a7a4d3e9562728dcdf60ad1dc1ad3c0674",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.GN",
    "submitted_at": "2022-07-20T14:54:40Z",
    "title_canon_sha256": "2b153b4796c95bd4efa4216f6e47d7c30e2f59437d6b0038de872c87acde1a00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.09951",
    "kind": "arxiv",
    "version": 1
  }
}