Pith Number

pith:AZDRSOGA

pith:2020:AZDRSOGAEVYBYDJOWM3OGKHX23

not attested not anchored not stored refs pending

Matrix games with bandit feedback

Brendan O'Donoghue, Ian Osband, Tor Lattimore

arxiv:2006.05145 v2 · 2020-06-09 · cs.LG · stat.CO · 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{AZDRSOGAEVYBYDJOWM3OGKHX23}

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	2026-07-05T02:48:33.361330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06471938c025701c0d2eb336e328f7d6e6ac5420665b4bbe0cb4204426c4b8a2

Aliases

arxiv: 2006.05145 · arxiv_version: 2006.05145v2 · doi: 10.48550/arxiv.2006.05145 · pith_short_12: AZDRSOGAEVYB · pith_short_16: AZDRSOGAEVYBYDJO · pith_short_8: AZDRSOGA

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/AZDRSOGAEVYBYDJOWM3OGKHX23 \
  | 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: 06471938c025701c0d2eb336e328f7d6e6ac5420665b4bbe0cb4204426c4b8a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2907fb5fe9729d85dcc7c5b35e0c0f5c201c4c266050d6837c38c8c6ff8f8d9",
    "cross_cats_sorted": [
      "stat.CO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-09T09:36:21Z",
    "title_canon_sha256": "b821a4fa898e232733a4ca7c8bbb26b98b6d2bbf9eb30410c2ac078aa0af81a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.05145",
    "kind": "arxiv",
    "version": 2
  }
}