Pith Number

pith:47UYL6EL

pith:2021:47UYL6ELR4RW55RHNURRYDIAPS

not attested not anchored not stored refs pending

Robust Entropy-regularized Markov Decision Processes

Patrick Jaillet, Tien Mai

arxiv:2112.15364 v1 · 2021-12-31 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{47UYL6ELR4RW55RHNURRYDIAPS}

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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

Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form

Receipt and verification

First computed	2026-07-05T03:44:39.386019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7e985f88b8f236ef6276d231c0d007c9fd3ffab85ad12f4715f5ad37d022489

Aliases

arxiv: 2112.15364 · arxiv_version: 2112.15364v1 · doi: 10.48550/arxiv.2112.15364 · pith_short_12: 47UYL6ELR4RW · pith_short_16: 47UYL6ELR4RW55RH · pith_short_8: 47UYL6EL

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/47UYL6ELR4RW55RHNURRYDIAPS \
  | 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: e7e985f88b8f236ef6276d231c0d007c9fd3ffab85ad12f4715f5ad37d022489

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f37f3aff1048a9a0c17dbc33c019d611f88a3e615a798e8945bf23ea2e91fc1f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-31T09:50:46Z",
    "title_canon_sha256": "bd334c55d5022d100333993d9e5b4025fe6dde0f2fdb38d49231560c62c8bc42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.15364",
    "kind": "arxiv",
    "version": 1
  }
}