Pith Number

pith:DB3WL4VC

pith:2018:DB3WL4VCUWXQAYJVMXLWKIB3TB

not attested not anchored not stored refs pending

Adaptive Stress Testing: Finding Likely Failure Events with Reinforcement Learning

Anshu Saksena, Daniel Genin, Joshua Silbermann, Michael Owen, Mykel J. Kochenderfer, Ole J. Mengshoel, Ritchie Lee, Ryan Gardner

arxiv:1811.02188 v3 · 2018-11-06 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DB3WL4VCUWXQAYJVMXLWKIB3TB}

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	2026-07-05T01:57:04.844093Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

187765f2a2a5af00613565d765203b985f578383aacb176916bf5e281ad66a99

Aliases

arxiv: 1811.02188 · arxiv_version: 1811.02188v3 · doi: 10.48550/arxiv.1811.02188 · pith_short_12: DB3WL4VCUWXQ · pith_short_16: DB3WL4VCUWXQAYJV · pith_short_8: DB3WL4VC

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/DB3WL4VCUWXQAYJVMXLWKIB3TB \
  | 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: 187765f2a2a5af00613565d765203b985f578383aacb176916bf5e281ad66a99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90d9f6e3726affc17f7ceaf09591998c7a3c7f34cab7942522c5625614cc1849",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-11-06T06:49:47Z",
    "title_canon_sha256": "2aadb0d77096e8577ee7d79754ca6943494368d1c8e956a4c4f49d830681c10c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.02188",
    "kind": "arxiv",
    "version": 3
  }
}