Pith Number

pith:Z3IYHDQE

pith:2016:Z3IYHDQEQBDDSEJDRN6ISZEAPP

not attested not anchored not stored refs pending

PAC Reinforcement Learning with Rich Observations

Akshay Krishnamurthy, Alekh Agarwal, John Langford

arxiv:1602.02722 v4 · 2016-02-08 · cs.LG · 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{Z3IYHDQEQBDDSEJDRN6ISZEAPP}

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	2026-05-18T01:01:00.314933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ced1838e0480463911238b7c8964807bde37d67a8721804f662a15a22ab00a93

Aliases

arxiv: 1602.02722 · arxiv_version: 1602.02722v4 · doi: 10.48550/arxiv.1602.02722 · pith_short_12: Z3IYHDQEQBDD · pith_short_16: Z3IYHDQEQBDDSEJD · pith_short_8: Z3IYHDQE

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/Z3IYHDQEQBDDSEJDRN6ISZEAPP \
  | 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: ced1838e0480463911238b7c8964807bde37d67a8721804f662a15a22ab00a93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9ef56be068ae8c8f5027803ffee692a750fff615f7826f8d2ff133614450880",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-02-08T20:12:50Z",
    "title_canon_sha256": "c35b1a96c0647abd5a38879d0340cfb18acc4cb99aeb7f1853a27097bef658ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.02722",
    "kind": "arxiv",
    "version": 4
  }
}