Pith Number

pith:HMSCNWL7

pith:2019:HMSCNWL72H7WWYUFOQC6SQK6OT

not attested not anchored not stored refs pending

Deep Reinforcement Learning in Cryptocurrency Market Making

Jonathan Sadighian

arxiv:1911.08647 v1 · 2019-11-20 · 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{HMSCNWL72H7WWYUFOQC6SQK6OT}

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

Trading Devil RL: Backdoor attack via Stock market, Bayesian Optimization and Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:20:34.575213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b2426d97fd1ff6b62857405e9415e74f974e7e826c0658ad3d4b05c4f39b175

Aliases

arxiv: 1911.08647 · arxiv_version: 1911.08647v1 · doi: 10.48550/arxiv.1911.08647 · pith_short_12: HMSCNWL72H7W · pith_short_16: HMSCNWL72H7WWYUF · pith_short_8: HMSCNWL7

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/HMSCNWL72H7WWYUFOQC6SQK6OT \
  | 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: 3b2426d97fd1ff6b62857405e9415e74f974e7e826c0658ad3d4b05c4f39b175

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7130fa2b666cedc0abbfd342ecedccebc787e54c9da453b617fcfe6b3bc34807",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2019-11-20T00:48:16Z",
    "title_canon_sha256": "0bd54b13a8dd4a468a16b48f2aa75fd6d36d149fd6000d0810f8540d560f2a63"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.08647",
    "kind": "arxiv",
    "version": 1
  }
}