Pith Number

pith:I6KL2I5I

pith:2023:I6KL2I5IGOFNTCQFAFBQO56LCZ

not attested not anchored not stored refs pending

Beyond discounted returns: Robust Markov decision processes with average and Blackwell optimality

Julien Grand-Cl\'ement, Marek Petrik, Nicolas Vieille

arxiv:2312.03618 v3 · 2023-12-06 · math.OC · cs.GT

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\usepackage{pith}
\pithnumber{I6KL2I5IGOFNTCQFAFBQO56LCZ}

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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

Efficient Computation of Blackwell Optimal Policies using Rational Functions

Receipt and verification

First computed	2026-07-05T10:00:34.015819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4794bd23a8338ad98a0501430777cb166ae834799e71c1daec491351f50b76a0

Aliases

arxiv: 2312.03618 · arxiv_version: 2312.03618v3 · doi: 10.48550/arxiv.2312.03618 · pith_short_12: I6KL2I5IGOFN · pith_short_16: I6KL2I5IGOFNTCQF · pith_short_8: I6KL2I5I

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/I6KL2I5IGOFNTCQFAFBQO56LCZ \
  | 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: 4794bd23a8338ad98a0501430777cb166ae834799e71c1daec491351f50b76a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12912bc1e11c6c68347d645a8f05221cf113a034fc2f61fbdc9d8b3fe1203f25",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2023-12-06T17:04:08Z",
    "title_canon_sha256": "8beb380635bb84adfeb60c207dd450f7f704b50a95869857272f0e731c421fce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03618",
    "kind": "arxiv",
    "version": 3
  }
}