pith. sign in
Pith Number

pith:2RZA55YZ

pith:2017:2RZA55YZBNFZCZX2IKXBYOIOFG
not attested not anchored not stored refs pending

Automated Experiment Design for Data-Efficient Verification of Parametric Markov Decision Processes

Alessandro Abate, Elizabeth Polgreen, Sofie Haesaert, Viraj Wijesuriya

arxiv:1707.01322 v1 · 2017-07-05 · cs.LG · cs.LO · cs.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2RZA55YZBNFZCZX2IKXBYOIOFG}

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 2026-05-18T00:40:53.153432Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d4720ef7190b4b9166fa42ae1c390e2991f6e58caa8e556ef1346c970d93b8da

Aliases

arxiv: 1707.01322 · arxiv_version: 1707.01322v1 · doi: 10.48550/arxiv.1707.01322 · pith_short_12: 2RZA55YZBNFZ · pith_short_16: 2RZA55YZBNFZCZX2 · pith_short_8: 2RZA55YZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2RZA55YZBNFZCZX2IKXBYOIOFG \
  | 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: d4720ef7190b4b9166fa42ae1c390e2991f6e58caa8e556ef1346c970d93b8da
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "64b39e0f93a97100d799a1a9e7ff9933b6ae2ac4316005a52ac9db23a04de986",
    "cross_cats_sorted": [
      "cs.LO",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-07-05T11:12:15Z",
    "title_canon_sha256": "c442fee4a86c8a70d86f527b4aa049dc73cb20c598ad2a55457053dc0fda8ed6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.01322",
    "kind": "arxiv",
    "version": 1
  }
}