Pith Number

pith:QD367GZL

pith:2019:QD367GZL3NIYLB7S7OXB4MSVSF

not attested not anchored not stored refs pending

Large Scale Learning of Agent Rationality in Two-Player Zero-Sum Games

Chun Kai Ling, Fei Fang, J. Zico Kolter

arxiv:1903.04101 v1 · 2019-03-11 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QD367GZL3NIYLB7S7OXB4MSVSF}

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	2026-05-17T23:51:38.667277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80f7ef9b2bdb518587f2fbae1e3255917014e7579f0477f2984ed6258a2c041b

Aliases

arxiv: 1903.04101 · arxiv_version: 1903.04101v1 · doi: 10.48550/arxiv.1903.04101 · pith_short_12: QD367GZL3NIY · pith_short_16: QD367GZL3NIYLB7S · pith_short_8: QD367GZL

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/QD367GZL3NIYLB7S7OXB4MSVSF \
  | 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: 80f7ef9b2bdb518587f2fbae1e3255917014e7579f0477f2984ed6258a2c041b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50fe8645b173e4c7bcab7c0aa0f20bd7f98ff9f6409bf1dbb6d261431e3e173c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-11T02:15:02Z",
    "title_canon_sha256": "ed5063d86aac72edb6bd6fd0de9108c17eace6fbea2f5f263553d627d91321cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.04101",
    "kind": "arxiv",
    "version": 1
  }
}