Pith Number

pith:ODGLASTC

pith:2020:ODGLASTCTC5LPQCHZ5BH6HXQM7

not attested not anchored not stored refs pending

Robust Market Making via Adversarial Reinforcement Learning

Rahul Savani, Thomas Spooner

arxiv:2003.01820 v2 · 2020-03-03 · q-fin.TR · cs.AI · 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{ODGLASTCTC5LPQCHZ5BH6HXQM7}

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.

Receipt and verification

First computed	2026-07-05T01:17:17.153579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70ccb04a6298bab7c047cf427f1ef067f16830562d9aa1660b64b98b40307f12

Aliases

arxiv: 2003.01820 · arxiv_version: 2003.01820v2 · doi: 10.48550/arxiv.2003.01820 · pith_short_12: ODGLASTCTC5L · pith_short_16: ODGLASTCTC5LPQCH · pith_short_8: ODGLASTC

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/ODGLASTCTC5LPQCHZ5BH6HXQM7 \
  | 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: 70ccb04a6298bab7c047cf427f1ef067f16830562d9aa1660b64b98b40307f12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43f63e296431c62a392096754f21e18cc695c29e3cd649209148d3e86e702ab5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2020-03-03T22:40:57Z",
    "title_canon_sha256": "7f5ab2ce68d4b657debc46052d2778d99ea8e5e5e176652680859c01ceb3659e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.01820",
    "kind": "arxiv",
    "version": 2
  }
}