Pith. sign in
Pith Number

pith:XCU4LJQG

pith:2023:XCU4LJQGNHHCUE2R4IH3I3IMKM
not attested not anchored not stored refs pending

Risk-Averse MDPs under Reward Ambiguity

Chin Pang Ho, Haolin Ruan, Zhi Chen

arxiv:2301.01045 v2 · 2023-01-03 · cs.LG · math.OC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XCU4LJQGNHHCUE2R4IH3I3IMKM}

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

Receipt and verification
First computed 2026-07-05T05:30:34.248547Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b8a9c5a60669ce2a1351e20fb46d0c533158f96b5e94c8b2bf70fde2dea068d0

Aliases

arxiv: 2301.01045 · arxiv_version: 2301.01045v2 · doi: 10.48550/arxiv.2301.01045 · pith_short_12: XCU4LJQGNHHC · pith_short_16: XCU4LJQGNHHCUE2R · pith_short_8: XCU4LJQG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XCU4LJQGNHHCUE2R4IH3I3IMKM \
  | 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: b8a9c5a60669ce2a1351e20fb46d0c533158f96b5e94c8b2bf70fde2dea068d0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c3e3e31f9e8ee5f5d9110cc8c0141cada3141850447091004c4925ccf262ceec",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-03T11:06:30Z",
    "title_canon_sha256": "f0a3a28fcbbdfc7fdd2876fe326cea079c934d1bcd5f7b93717e4cdbed95ed3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.01045",
    "kind": "arxiv",
    "version": 2
  }
}