Pith Number

pith:ROILB5ES

pith:2026:ROILB5ES3TWZIBUSUZMHW6NCFJ

not attested not anchored not stored refs pending

GAE Falls Short in Imperfect-Information Self-Play Reinforcement Learning

Gabriele Farina, Zhiyuan Fan

arxiv:2605.19235 v1 · 2026-05-19 · cs.LG · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ROILB5ES3TWZIBUSUZMHW6NCFJ}

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	2026-05-20T01:05:34.837479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b90b0f492dced940692a6587b79a22a4405fc195f1856ae395747144659bc68

Aliases

arxiv: 2605.19235 · arxiv_version: 2605.19235v1 · doi: 10.48550/arxiv.2605.19235 · pith_short_12: ROILB5ES3TWZ · pith_short_16: ROILB5ES3TWZIBUS · pith_short_8: ROILB5ES

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/ROILB5ES3TWZIBUSUZMHW6NCFJ \
  | 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: 8b90b0f492dced940692a6587b79a22a4405fc195f1856ae395747144659bc68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee83d677f39b5747e015712eed0f440ce315e30f3ef3859b0cd767bf729b0801",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-19T01:07:39Z",
    "title_canon_sha256": "fe22aefd17cf0eeda11b83d86e603c0676c1b907d7e259c2cf5e2e92cb77f207"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.19235",
    "kind": "arxiv",
    "version": 1
  }
}