Pith Number

pith:MVHJLDN5

pith:2024:MVHJLDN5T6ZFR74UIUXJIQ4GIC

not attested not anchored not stored refs pending

Control randomisation approach for policy gradient and application to reinforcement learning in optimal switching

Huy\^en Pham, Robert Denkert, Xavier Warin

arxiv:2404.17939 v2 · 2024-04-27 · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MVHJLDN5T6ZFR74UIUXJIQ4GIC}

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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

Exploratory Mean-Variance Portfolio Optimization with Regime-Switching Market Dynamics

Receipt and verification

First computed	2026-07-05T08:13:34.278726Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

654e958dbd9fb258ff94452e944386409b0e4a23db834f5efd9be1b729384c60

Aliases

arxiv: 2404.17939 · arxiv_version: 2404.17939v2 · doi: 10.48550/arxiv.2404.17939 · pith_short_12: MVHJLDN5T6ZF · pith_short_16: MVHJLDN5T6ZFR74U · pith_short_8: MVHJLDN5

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/MVHJLDN5T6ZFR74UIUXJIQ4GIC \
  | 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: 654e958dbd9fb258ff94452e944386409b0e4a23db834f5efd9be1b729384c60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "533052d577e92512f4c46ebba73d78d791a2c7bbe9a440f0cd635679ebad84f4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-04-27T15:41:06Z",
    "title_canon_sha256": "7c2af375ae1d11621a25d83c8d83faf5d76ad6d4d1532ee75211bd0c28cea9f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.17939",
    "kind": "arxiv",
    "version": 2
  }
}