Pith Number

pith:TL3MDAOE

pith:2019:TL3MDAOEPWRGYTZGLWA6JWWEAS

not attested not anchored not stored refs pending

Reinforcement Learning for Market Making in a Multi-agent Dealer Market

Hua Zheng, Manuela Veloso, Mengda Xu, Nelson Vadori, Prashant Reddy, Sumitra Ganesh

arxiv:1911.05892 v1 · 2019-11-14 · q-fin.TR · cs.LG · cs.MA

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\usepackage{pith}
\pithnumber{TL3MDAOEPWRGYTZGLWA6JWWEAS}

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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

2 papers in Pith

Memory-Induced Supra-Competitive Outcomes Between Deep Reinforcement Learning Agents in Optimal Trade Execution

The Invisible Handshake: Persistent Overpricing by Adaptive Market Agents

Receipt and verification

First computed	2026-07-05T00:19:13.279299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9af6c181c47da26c4f265d81e4dac404a58bb05e2b0fbdf03147e476d3bec122

Aliases

arxiv: 1911.05892 · arxiv_version: 1911.05892v1 · doi: 10.48550/arxiv.1911.05892 · pith_short_12: TL3MDAOEPWRG · pith_short_16: TL3MDAOEPWRGYTZG · pith_short_8: TL3MDAOE

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/TL3MDAOEPWRGYTZGLWA6JWWEAS \
  | 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: 9af6c181c47da26c4f265d81e4dac404a58bb05e2b0fbdf03147e476d3bec122

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79216008d9881b1f628726e744927f7e43464fef19f38191b2529dbee665b760",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2019-11-14T01:55:31Z",
    "title_canon_sha256": "aabac68d3ed08c1268d3a1b32fbf251d2b3891fdce446f139aba9bbd7433bb4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.05892",
    "kind": "arxiv",
    "version": 1
  }
}