Pith Number

pith:XGTZEEKV

pith:2014:XGTZEEKVNTQNKRJF5PSPDA33X3

not attested not anchored not stored refs pending

Variance-Constrained Actor-Critic Algorithms for Discounted and Average Reward MDPs

Mohammad Ghavamzadeh, Prashanth L.A.

arxiv:1403.6530 v2 · 2014-03-25 · cs.LG · 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{XGTZEEKVNTQNKRJF5PSPDA33X3}

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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

Reinforcement Learning with Markov Risk Measures and Multipattern Risk Approximation

Receipt and verification

First computed	2026-05-18T02:21:51.907418Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9a79211556ce0d54525ebe4f1837bbed064581e3578ea2d56b7482c220a8c7d

Aliases

arxiv: 1403.6530 · arxiv_version: 1403.6530v2 · doi: 10.48550/arxiv.1403.6530 · pith_short_12: XGTZEEKVNTQN · pith_short_16: XGTZEEKVNTQNKRJF · pith_short_8: XGTZEEKV

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/XGTZEEKVNTQNKRJF5PSPDA33X3 \
  | 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: b9a79211556ce0d54525ebe4f1837bbed064581e3578ea2d56b7482c220a8c7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd09e054e0cc83fd12e2483701ea6d877bf8263cb9e637c91b7f1525a990e939",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2014-03-25T23:00:50Z",
    "title_canon_sha256": "6570276323de258861d8b17ec064662225a2656ee88a2ba6739aa59a8a384385"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1403.6530",
    "kind": "arxiv",
    "version": 2
  }
}