Pith Number

pith:V5CC6W72

pith:2019:V5CC6W72V64ASQO7G73M3FT6FC

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Trading

Stefan Zohren, Stephen Roberts, Zihao Zhang

arxiv:1911.10107 v1 · 2019-11-22 · q-fin.CP · 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{V5CC6W72V64ASQO7G73M3FT6FC}

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

3 papers in Pith

In LLM Reasoning, there is Irrationality on top of Value Misalignment

Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation

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

Receipt and verification

First computed	2026-07-05T00:21:20.625406Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af442f5bfaafb80941df37f6cd967e288d90ded52a6767ce804ec1725c84759d

Aliases

arxiv: 1911.10107 · arxiv_version: 1911.10107v1 · doi: 10.48550/arxiv.1911.10107 · pith_short_12: V5CC6W72V64A · pith_short_16: V5CC6W72V64ASQO7 · pith_short_8: V5CC6W72

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/V5CC6W72V64ASQO7G73M3FT6FC \
  | 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: af442f5bfaafb80941df37f6cd967e288d90ded52a6767ce804ec1725c84759d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ad27f4976fbcc23f18307e545c9eb15e04da5a045f0caf2e008edf64d9c8f8b",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2019-11-22T16:10:45Z",
    "title_canon_sha256": "24df374442acba98edbce8c77808333cd998144f3babbab36e44f98f7aa83220"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.10107",
    "kind": "arxiv",
    "version": 1
  }
}