Pith Number

pith:AXDQUKRO

pith:2018:AXDQUKRO4QNLMRHBW32I5K4XHD

not attested not anchored not stored refs pending

Optimizing Market Making using Multi-Agent Reinforcement Learning

Yagna Patel

arxiv:1812.10252 v1 · 2018-12-26 · q-fin.TR · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AXDQUKRO4QNLMRHBW32I5K4XHD}

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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

Market Making Strategies with Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:57:24.647276Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05c70a2a2ee41ab644e1b6f48eab9738d6d7d1e1c7249e95b1077f0973d3e4f8

Aliases

arxiv: 1812.10252 · arxiv_version: 1812.10252v1 · doi: 10.48550/arxiv.1812.10252 · pith_short_12: AXDQUKRO4QNL · pith_short_16: AXDQUKRO4QNLMRHB · pith_short_8: AXDQUKRO

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/AXDQUKRO4QNLMRHBW32I5K4XHD \
  | 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: 05c70a2a2ee41ab644e1b6f48eab9738d6d7d1e1c7249e95b1077f0973d3e4f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db4288ddf92c6e5eb2b6de6b3a7d0551a14203516d58019f9a1dff885cd275d8",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2018-12-26T07:29:10Z",
    "title_canon_sha256": "5e36c66282ad0ae76df2165542134af1d19caf62dcca355eabeeeb6d9defff9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.10252",
    "kind": "arxiv",
    "version": 1
  }
}