Pith Number

pith:2AGZQWR7

pith:2018:2AGZQWR7DFPGM6QZ3T3J2HRDS2

not attested not anchored not stored refs pending

BelMan: Bayesian Bandits on the Belief--Reward Manifold

Debabrota Basu, Pierre Senellart, St\'ephane Bressan

arxiv:1805.01627 v2 · 2018-05-04 · 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{2AGZQWR7DFPGM6QZ3T3J2HRDS2}

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	2026-05-17T23:42:43.288194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d00d985a3f195e667a19dcf69d1e2396a21d658c882c77df926c89a5c3ffdaac

Aliases

arxiv: 1805.01627 · arxiv_version: 1805.01627v2 · doi: 10.48550/arxiv.1805.01627 · pith_short_12: 2AGZQWR7DFPG · pith_short_16: 2AGZQWR7DFPGM6QZ · pith_short_8: 2AGZQWR7

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/2AGZQWR7DFPGM6QZ3T3J2HRDS2 \
  | 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: d00d985a3f195e667a19dcf69d1e2396a21d658c882c77df926c89a5c3ffdaac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5c88544c5dba626c6e0b350e19ba6276ecd62b7c87b4a857ce9558add1182c2",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-04T07:11:53Z",
    "title_canon_sha256": "3da971b9f231e2f618273a787105bcb9cd77763b1c02c2c35261b1ee674420cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.01627",
    "kind": "arxiv",
    "version": 2
  }
}