Pith Number

pith:AYOTAZ3F

pith:2020:AYOTAZ3FH23LDXBJEOUYXY75NT

not attested not anchored not stored refs pending

Deep Probabilistic Accelerated Evaluation: A Robust Certifiable Rare-Event Simulation Methodology for Black-Box Safety-Critical Systems

Ding Zhao, Guru Koushik Senthil Kumar, Henry Lam, Mansur Arief, Shengyi He, Wenhao Ding, Yuanlu Bai, Zhiyuan Huang

arxiv:2006.15722 v4 · 2020-06-28 · 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{AYOTAZ3FH23LDXBJEOUYXY75NT}

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

Generating Plausible Stress Scenarios via Large Deviations

Receipt and verification

First computed	2026-07-05T02:20:55.629440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

061d3067653eb6b1dc2923a98be3fd6cc24db2e5570ffa16f1c4d626d813c298

Aliases

arxiv: 2006.15722 · arxiv_version: 2006.15722v4 · doi: 10.48550/arxiv.2006.15722 · pith_short_12: AYOTAZ3FH23L · pith_short_16: AYOTAZ3FH23LDXBJ · pith_short_8: AYOTAZ3F

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/AYOTAZ3FH23LDXBJEOUYXY75NT \
  | 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: 061d3067653eb6b1dc2923a98be3fd6cc24db2e5570ffa16f1c4d626d813c298

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98a4891dd7636def87d3b1d13cbe2ce52c6708dab59073d10ef8567741834d8b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-28T21:38:08Z",
    "title_canon_sha256": "c5cf5f1d8034c5f2353e47429506461245d96268d22a502f360a40b77a2e387d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.15722",
    "kind": "arxiv",
    "version": 4
  }
}