Pith Number

pith:XDRWPV4G

pith:2018:XDRWPV4G7HSARW6NCFTZ3CPPEX

not attested not anchored not stored refs pending

Financial Trading as a Game: A Deep Reinforcement Learning Approach

Chien Yi Huang

arxiv:1807.02787 v1 · 2018-07-08 · 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{XDRWPV4G7HSARW6NCFTZ3CPPEX}

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

1 paper in Pith

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

Receipt and verification

First computed	2026-05-18T00:11:13.694979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8e367d786f9e408dbcd11679d89ef25dca596a3a8b347c05468c4e72dd1cf53

Aliases

arxiv: 1807.02787 · arxiv_version: 1807.02787v1 · doi: 10.48550/arxiv.1807.02787 · pith_short_12: XDRWPV4G7HSA · pith_short_16: XDRWPV4G7HSARW6N · pith_short_8: XDRWPV4G

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/XDRWPV4G7HSARW6NCFTZ3CPPEX \
  | 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: b8e367d786f9e408dbcd11679d89ef25dca596a3a8b347c05468c4e72dd1cf53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e3608e440e609c78489d3b8d433dbdabcd95ba6567cf8ad8850358f65675334",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2018-07-08T09:17:09Z",
    "title_canon_sha256": "5b68646de772e248376545ca1d7e0812da3773307ae281ef04bb7e146db2ad44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.02787",
    "kind": "arxiv",
    "version": 1
  }
}