Pith Number

pith:MVWCK7Z5

pith:2022:MVWCK7Z5JK7BOADR7GOEJPJ6G4

not attested not anchored not stored refs pending

Efficient Policy Iteration for Robust Markov Decision Processes via Regularization

Kaixin Wang, Kfir Levy, Navdeep Kumar, Shie Mannor

arxiv:2205.14327 v2 · 2022-05-28 · 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{MVWCK7Z5JK7BOADR7GOEJPJ6G4}

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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

Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form

Receipt and verification

First computed	2026-07-05T05:03:37.625027Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

656c257f3d4abe170071f99c44bd3e3703af78dc4e6a914ff63e7af9c6315868

Aliases

arxiv: 2205.14327 · arxiv_version: 2205.14327v2 · doi: 10.48550/arxiv.2205.14327 · pith_short_12: MVWCK7Z5JK7B · pith_short_16: MVWCK7Z5JK7BOADR · pith_short_8: MVWCK7Z5

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/MVWCK7Z5JK7BOADR7GOEJPJ6G4 \
  | 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: 656c257f3d4abe170071f99c44bd3e3703af78dc4e6a914ff63e7af9c6315868

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ef80733cd13bbee6b9d6b9c4c82c138700865426042dd21477b87b0d24ee74f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-05-28T04:05:20Z",
    "title_canon_sha256": "d7526b7450e35ecb86c1ebede14a99f79f70a0d46b51c07672a8846762f327a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14327",
    "kind": "arxiv",
    "version": 2
  }
}