Pith Number

pith:I6YCDX5Y

pith:2024:I6YCDX5YWXEJ7UQUQXCS527FWT

not attested not anchored not stored refs pending

Exact sensitivity analysis of Markov reward processes via algebraic geometry

Muhammad Maaz, Timothy C. Y. Chan

arxiv:2410.05471 v1 · 2024-10-07 · math.OC · cs.MS · math.AG · math.PR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I6YCDX5YWXEJ7UQUQXCS527FWT}

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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

Formal Verification of Markov Processes with Learned Parameters

Receipt and verification

First computed	2026-07-05T09:17:19.769418Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47b021dfb8b5c89fd21485c52eebe5b4c04d31a02cdabe7e57c4e8c968e25184

Aliases

arxiv: 2410.05471 · arxiv_version: 2410.05471v1 · doi: 10.48550/arxiv.2410.05471 · pith_short_12: I6YCDX5YWXEJ · pith_short_16: I6YCDX5YWXEJ7UQU · pith_short_8: I6YCDX5Y

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/I6YCDX5YWXEJ7UQUQXCS527FWT \
  | 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: 47b021dfb8b5c89fd21485c52eebe5b4c04d31a02cdabe7e57c4e8c968e25184

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f9f92d4f80c0e335eed09511cb96929963691acbec0a5b1754e37ab6c0976f8",
    "cross_cats_sorted": [
      "cs.MS",
      "math.AG",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-10-07T20:08:02Z",
    "title_canon_sha256": "56628857b838b9394d2ad3af65e88d0bf827ae457c1ab00a053e8229bfdb3d53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05471",
    "kind": "arxiv",
    "version": 1
  }
}