Pith Number

pith:M2DBXXGP

pith:2026:M2DBXXGPPF5V242HCB7U3WZB5R

not attested not anchored not stored refs pending

Reward Redistribution for CVaR MDPs using a Bellman Operator on L-infinity

Aneri Muni, Erick Delage, Esther Derman, Pierre-Luc Bacon, Vincent Taboga

arxiv:2602.03778 v2 · 2026-02-03 · 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{M2DBXXGPPF5V242HCB7U3WZB5R}

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

Sample Complexity for Markov Decision Processes and Stochastic Optimal Control with Static Risk Measures

Receipt and verification

First computed	2026-07-01T01:17:46.436092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66861bdccf797b5d7347107f4ddb21ec6cbb243a24e100d644115d8f5f8073c3

Aliases

arxiv: 2602.03778 · arxiv_version: 2602.03778v2 · doi: 10.48550/arxiv.2602.03778 · pith_short_12: M2DBXXGPPF5V · pith_short_16: M2DBXXGPPF5V242H · pith_short_8: M2DBXXGP

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/M2DBXXGPPF5V242HCB7U3WZB5R \
  | 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: 66861bdccf797b5d7347107f4ddb21ec6cbb243a24e100d644115d8f5f8073c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92c6b0c1842cd9ded137031d1591c9659b92efe63f3f158c016224d166a03fc2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-03T17:39:45Z",
    "title_canon_sha256": "7572e5d9008452a2a8f1afa9f93f9f3058d7bc41291a8124e18bfbfb3118d7bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.03778",
    "kind": "arxiv",
    "version": 2
  }
}