Pith Number

pith:V6VVWLWX

pith:2020:V6VVWLWXPT5TU5CJCDKBJIQFWA

not attested not anchored not stored refs pending

Provably Efficient Safe Exploration via Primal-Dual Policy Optimization

Dongsheng Ding, Mihailo R. Jovanovi\'c, Xiaohan Wei, Zhaoran Wang, Zhuoran Yang

arxiv:2003.00534 v2 · 2020-03-01 · cs.LG · math.OC · 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{V6VVWLWXPT5TU5CJCDKBJIQFWA}

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.

Cited by

1 paper in Pith

Efficient Online Conformal Selection with Limited Feedback

Receipt and verification

First computed	2026-07-05T01:46:00.478550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afab5b2ed77cfb3a744910d414a205b037e971fc50ab17042ccbbb5a2cda0148

Aliases

arxiv: 2003.00534 · arxiv_version: 2003.00534v2 · doi: 10.48550/arxiv.2003.00534 · pith_short_12: V6VVWLWXPT5T · pith_short_16: V6VVWLWXPT5TU5CJ · pith_short_8: V6VVWLWX

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/V6VVWLWXPT5TU5CJCDKBJIQFWA \
  | 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: afab5b2ed77cfb3a744910d414a205b037e971fc50ab17042ccbbb5a2cda0148

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91345aa064e20c5d7e0be912490430175cd3a0c2861729ad5185cc2431fd6cb6",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-01T17:47:03Z",
    "title_canon_sha256": "36c9549200676df8d0fcb355fe445fc370b7d9d189783374e126f9ae5224ff4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.00534",
    "kind": "arxiv",
    "version": 2
  }
}