Pith Number

pith:A7OQG5UF

pith:2023:A7OQG5UFYGWUCGPUIB5NBBSHMZ

not attested not anchored not stored refs pending

Bayesian Safe Policy Learning with Chance Constrained Optimization: Application to Military Security Assessment during the Vietnam War

Eli Ben-Michael, Kosuke Imai, Zeyang Jia

arxiv:2307.08840 v2 · 2023-07-17 · cs.LG · stat.AP

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A7OQG5UFYGWUCGPUIB5NBBSHMZ}

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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

Conformal Risk-Averse Decision Making with Action Conditional Guarantee

Receipt and verification

First computed	2026-07-05T08:23:10.586132Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07dd037685c1ad4119f4407ad0864766532ed8b3ac2bbee15a5fc9ad2c198b40

Aliases

arxiv: 2307.08840 · arxiv_version: 2307.08840v2 · doi: 10.48550/arxiv.2307.08840 · pith_short_12: A7OQG5UFYGWU · pith_short_16: A7OQG5UFYGWUCGPU · pith_short_8: A7OQG5UF

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/A7OQG5UFYGWUCGPUIB5NBBSHMZ \
  | 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: 07dd037685c1ad4119f4407ad0864766532ed8b3ac2bbee15a5fc9ad2c198b40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a43ca2b49a6e8eb1a00fde98226fe2fa02f7e7755f7a16683a3765cc4ffcdff2",
    "cross_cats_sorted": [
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-17T20:59:50Z",
    "title_canon_sha256": "fc7977ebeadfbd6127df63308f7936cfd3bea5d472e703ed687d4678ee511be0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.08840",
    "kind": "arxiv",
    "version": 2
  }
}