Pith Number

pith:2TSG7RIX

pith:2020:2TSG7RIXZ3EJULC5ERXGI6RJTS

not attested not anchored not stored refs pending

Near-Optimal Reinforcement Learning with Self-Play

Chi Jin, Tiancheng Yu, Yu Bai

arxiv:2006.12007 v2 · 2020-06-22 · cs.LG · cs.AI · 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{2TSG7RIXZ3EJULC5ERXGI6RJTS}

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	2026-07-05T01:18:20.136853Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4e46fc517cec89a2c5d246e647a299c8bd5ef7af0618b52c5903ed0073fe696

Aliases

arxiv: 2006.12007 · arxiv_version: 2006.12007v2 · doi: 10.48550/arxiv.2006.12007 · pith_short_12: 2TSG7RIXZ3EJ · pith_short_16: 2TSG7RIXZ3EJULC5 · pith_short_8: 2TSG7RIX

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/2TSG7RIXZ3EJULC5ERXGI6RJTS \
  | 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: d4e46fc517cec89a2c5d246e647a299c8bd5ef7af0618b52c5903ed0073fe696

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "825570e63b37cbb4a48682220374d764442d3e5f03ce1a5aa53bb60ac190c4ee",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-22T05:00:13Z",
    "title_canon_sha256": "fef6b7671c15a17c96ca9e3622fa32ccf7a6dfc87b883d1ddb2ad42b7fac6837"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.12007",
    "kind": "arxiv",
    "version": 2
  }
}