Pith Number

pith:K3GIQTL4

pith:2026:K3GIQTL47DONEQ2WDPJ3P6QGGK

not attested not anchored not stored refs pending

Stochastic Optimal Control with Side Information and Bayesian Learning

Alexander Shapiro, Enlu Zhou, Johannes Milz

arxiv:2602.22047 v2 · 2026-02-25 · math.OC · math.ST · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K3GIQTL47DONEQ2WDPJ3P6QGGK}

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

Asymptotic Analysis of Empirical Dynamic Programming in Infinite-Horizon Stochastic Optimal Control

Receipt and verification

First computed	2026-07-22T00:22:16.747977Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56cc884d7cf8dcd243561bd3b7fa063294095adf51ddd446085a9810ed3262b6

Aliases

arxiv: 2602.22047 · arxiv_version: 2602.22047v2 · doi: 10.48550/arxiv.2602.22047 · pith_short_12: K3GIQTL47DON · pith_short_16: K3GIQTL47DONEQ2W · pith_short_8: K3GIQTL4

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/K3GIQTL47DONEQ2WDPJ3P6QGGK \
  | 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: 56cc884d7cf8dcd243561bd3b7fa063294095adf51ddd446085a9810ed3262b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd1eef55c3dade3878d7a47297198bbc909b50564cf748240c5964dc2d85c8cd",
    "cross_cats_sorted": [
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2026-02-25T15:56:14Z",
    "title_canon_sha256": "1744970c04ea658c4280de4cb6dc79a5a79df421ea5e91f8d37ddd364d0d7f6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.22047",
    "kind": "arxiv",
    "version": 2
  }
}