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Pith Number

pith:WDKV3HML

pith:2019:WDKV3HMLVTFQYATTGNKRKA4UUG
not attested not anchored not stored refs pending

Risk Aversion to Parameter Uncertainty in Markov Decision Processes with an Application to Slow-Onset Disaster Relief

Merve Merakli, Simge Kucukyavuz

arxiv:1902.08886 v2 · 2019-02-24 · math.OC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WDKV3HMLVTFQYATTGNKRKA4UUG}

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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.
Receipt and verification
First computed 2026-05-17T23:42:48.410760Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b0d55d9d8baccb0c02733355150394a1afafaa44ae886502fa5fd01a9992e171

Aliases

arxiv: 1902.08886 · arxiv_version: 1902.08886v2 · doi: 10.48550/arxiv.1902.08886 · pith_short_12: WDKV3HMLVTFQ · pith_short_16: WDKV3HMLVTFQYATT · pith_short_8: WDKV3HML
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WDKV3HMLVTFQYATTGNKRKA4UUG \
  | 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: b0d55d9d8baccb0c02733355150394a1afafaa44ae886502fa5fd01a9992e171
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "80446094cd513ad3fad6dc17c24fea59a2d5772d9f4a7a21afca8e913930e4e9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2019-02-24T03:30:01Z",
    "title_canon_sha256": "02c24a7ab4ff1bc9a59f8d60bf847371d2c2364e0eca79f46b425e424275bb66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.08886",
    "kind": "arxiv",
    "version": 2
  }
}