Pith Number

pith:UYJCRZCM

pith:2012:UYJCRZCM74TNQBQQKRB5KCC5PY

not attested not anchored not stored refs pending

Min Max Generalization for Two-stage Deterministic Batch Mode Reinforcement Learning: Relaxation Schemes

Bernard Boigelot, Damien Ernst, Quentin Louveaux, Raphael Fonteneau

arxiv:1202.5298 v2 · 2012-02-23 · cs.SY · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UYJCRZCM74TNQBQQKRB5KCC5PY}

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	2026-05-18T03:41:58.814328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a61228e44cff26d806105443d5085d7e308600b27bdb72b897d01e3d8ce95bc8

Aliases

arxiv: 1202.5298 · arxiv_version: 1202.5298v2 · doi: 10.48550/arxiv.1202.5298 · pith_short_12: UYJCRZCM74TN · pith_short_16: UYJCRZCM74TNQBQQ · pith_short_8: UYJCRZCM

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/UYJCRZCM74TNQBQQKRB5KCC5PY \
  | 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: a61228e44cff26d806105443d5085d7e308600b27bdb72b897d01e3d8ce95bc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94808e64adf6fa75a399f07643e940d3057dbe5d23fb49fb87c0792782b8a3f8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SY",
    "submitted_at": "2012-02-23T20:53:18Z",
    "title_canon_sha256": "e650ca3af18ded9bfc4d9a54fd0684f308bc41a26bc512dc66920f2c3beb35ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1202.5298",
    "kind": "arxiv",
    "version": 2
  }
}