Pith Number

pith:X4U4FKX7

pith:2019:X4U4FKX725TCLNAL4IONULQMRZ

not attested not anchored not stored refs pending

Adversarial recovery of agent rewards from latent spaces of the limit order book

Jacobo Roa-Vicens, Ricardo Silva, Virgile Mison, Yarin Gal, Yuanbo Wang

arxiv:1912.04242 v1 · 2019-12-09 · cs.LG · q-fin.TR · 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{X4U4FKX725TCLNAL4IONULQMRZ}

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	2026-07-05T00:24:53.142473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf29c2aaffd76625b40be21cda2e0c8e77a9895bce3633125e3f573c0a5cc225

Aliases

arxiv: 1912.04242 · arxiv_version: 1912.04242v1 · doi: 10.48550/arxiv.1912.04242 · pith_short_12: X4U4FKX725TC · pith_short_16: X4U4FKX725TCLNAL · pith_short_8: X4U4FKX7

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/X4U4FKX725TCLNAL4IONULQMRZ \
  | 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: bf29c2aaffd76625b40be21cda2e0c8e77a9895bce3633125e3f573c0a5cc225

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ba7c9f8a2108271764ad7caacd87fbe4da33a8986bec70b0b00b827b684f5a3",
    "cross_cats_sorted": [
      "q-fin.TR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-09T18:32:12Z",
    "title_canon_sha256": "638121f43f8a1718fa89b00b8783c1e297c2b7092fc9ebc189f8d3c2ef5e5c73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.04242",
    "kind": "arxiv",
    "version": 1
  }
}