Pith Number

pith:LJO3G7R4

pith:2023:LJO3G7R4ICR6BFRREULRZNXSXU

not attested not anchored not stored refs pending

Recent Developments in Machine Learning Methods for Stochastic Control and Games

Mathieu Lauri\`ere, Ruimeng Hu

arxiv:2303.10257 v3 · 2023-03-17 · math.OC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LJO3G7R4ICR6BFRREULRZNXSXU}

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

2 papers in Pith

Robust $Q$-learning for mean-field control under Wasserstein uncertainty in common noise

Discrete Mean Field Games on Finite Graphs as Initial Value Optimization

Receipt and verification

First computed	2026-07-05T07:54:29.918836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a5db37e3c40a3e0963125171cb6f2bd136f69b4c0736f6b96da7c4ef076b350

Aliases

arxiv: 2303.10257 · arxiv_version: 2303.10257v3 · doi: 10.48550/arxiv.2303.10257 · pith_short_12: LJO3G7R4ICR6 · pith_short_16: LJO3G7R4ICR6BFRR · pith_short_8: LJO3G7R4

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/LJO3G7R4ICR6BFRREULRZNXSXU \
  | 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: 5a5db37e3c40a3e0963125171cb6f2bd136f69b4c0736f6b96da7c4ef076b350

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "244a659ae413b6d2e8558d6391f67e057157954b0753aefd76f3ee1123db5b10",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2023-03-17T21:53:07Z",
    "title_canon_sha256": "4727505d521596d2abbc85227fdad1968f643679da76859905409798a9803465"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.10257",
    "kind": "arxiv",
    "version": 3
  }
}