Pith Number

pith:P6MLZXHU

pith:2020:P6MLZXHUWADLOY62F7RKYKYCQ6

not attested not anchored not stored refs pending

Conservative Exploration in Reinforcement Learning

Alessandro Lazaric, Evrard Garcelon, Matteo Pirotta, Mohammad Ghavamzadeh

arxiv:2002.03218 v2 · 2020-02-08 · 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{P6MLZXHUWADLOY62F7RKYKYCQ6}

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	2026-07-05T01:19:26.078322Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f98bcdcf4b006b763da2fe2ac2b02878c082a5ae11f52bb39f3943220c64dbb

Aliases

arxiv: 2002.03218 · arxiv_version: 2002.03218v2 · doi: 10.48550/arxiv.2002.03218 · pith_short_12: P6MLZXHUWADL · pith_short_16: P6MLZXHUWADLOY62 · pith_short_8: P6MLZXHU

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/P6MLZXHUWADLOY62F7RKYKYCQ6 \
  | 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: 7f98bcdcf4b006b763da2fe2ac2b02878c082a5ae11f52bb39f3943220c64dbb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4f49a66abb6b98816f7017fffa6977bd36d74d74091e812e04ff2afc36d9f0f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-08T19:09:51Z",
    "title_canon_sha256": "3e7ac1663b83f50b931c3055c40ca1c5cdb27ab3f6611537bbe2398cc7f6e853"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.03218",
    "kind": "arxiv",
    "version": 2
  }
}