Pith Number

pith:CFKICQAV

pith:2023:CFKICQAVOWSKTENGKF2EIXOQET

not attested not anchored not stored refs pending

On the Foundation of Distributionally Robust Reinforcement Learning

Jose Blanchet, Nian Si, Shengbo Wang, Zhengyuan Zhou

arxiv:2311.09018 v4 · 2023-11-15 · cs.LG · cs.SY · eess.SY · 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{CFKICQAVOWSKTENGKF2EIXOQET}

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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

Statistical and Algorithmic Foundations of Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:58:16.478656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

115481401575a4a991a65174445dd024e153268c8a8d1d8018f5de19b39669e0

Aliases

arxiv: 2311.09018 · arxiv_version: 2311.09018v4 · doi: 10.48550/arxiv.2311.09018 · pith_short_12: CFKICQAVOWSK · pith_short_16: CFKICQAVOWSKTENG · pith_short_8: CFKICQAV

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/CFKICQAVOWSKTENGKF2EIXOQET \
  | 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: 115481401575a4a991a65174445dd024e153268c8a8d1d8018f5de19b39669e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1678b515a2130eb1439001f625e4a9e864c8236ce4b749419d638d3e776acbe4",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-15T15:02:23Z",
    "title_canon_sha256": "57aa3295f0bbbeb07a493091ba443207b0096c53a0b21b30a786af0bba7c7183"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09018",
    "kind": "arxiv",
    "version": 4
  }
}