Pith Number

pith:LXLGEQOR

pith:2022:LXLGEQORUBTMT2OTMMQHMVC4PW

not attested not anchored not stored refs pending

A Deep Reinforcement Learning Approach to Rare Event Estimation

Anthony Corso, Grace Gao, Kyu-Young Kim, Mykel J. Kochenderfer, Shubh Gupta

arxiv:2211.12470 v1 · 2022-11-22 · cs.LG · 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{LXLGEQORUBTMT2OTMMQHMVC4PW}

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

Failure Probability Estimation for Black-Box Autonomous Systems using State-Dependent Importance Sampling Proposals

Receipt and verification

First computed	2026-07-05T05:18:17.331149Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dd66241d1a066c9e9d3632076545c7db3aa83d1527dceb3fb6f6d77f6f12a60

Aliases

arxiv: 2211.12470 · arxiv_version: 2211.12470v1 · doi: 10.48550/arxiv.2211.12470 · pith_short_12: LXLGEQORUBTM · pith_short_16: LXLGEQORUBTMT2OT · pith_short_8: LXLGEQOR

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/LXLGEQORUBTMT2OTMMQHMVC4PW \
  | 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: 5dd66241d1a066c9e9d3632076545c7db3aa83d1527dceb3fb6f6d77f6f12a60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c6844ed0a46cc8ab5fc25fcfe29ead505ade7363520ba6e6e0bed15a535c71b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-22T18:29:14Z",
    "title_canon_sha256": "01c6ca225d707cba1fd1e5da2723689c6cd99089e85c39865a88245fcff9464f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.12470",
    "kind": "arxiv",
    "version": 1
  }
}