Pith Number

pith:QF6U5AR7

pith:2023:QF6U5AR7C25IWGTMDBXVEI3XZV

not attested not anchored not stored refs pending

Twice Regularized Markov Decision Processes: The Equivalence between Robustness and Regularization

Esther Derman, Matthieu Geist, Shie Mannor, Yevgeniy Men

arxiv:2303.06654 v1 · 2023-03-12 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QF6U5AR7C25IWGTMDBXVEI3XZV}

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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

Distributionally Robust Deep Q-Learning

Receipt and verification

First computed	2026-07-05T05:50:21.538186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

817d4e823f16ba8b1a6c186f522377cd5221014cdad16c3c1949d97293069506

Aliases

arxiv: 2303.06654 · arxiv_version: 2303.06654v1 · doi: 10.48550/arxiv.2303.06654 · pith_short_12: QF6U5AR7C25I · pith_short_16: QF6U5AR7C25IWGTM · pith_short_8: QF6U5AR7

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/QF6U5AR7C25IWGTMDBXVEI3XZV \
  | 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: 817d4e823f16ba8b1a6c186f522377cd5221014cdad16c3c1949d97293069506

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "842ca3ffadb2b7892ce43f40d15cdb2e1dbf5186e860d60880a7ad96f14a20d5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-12T13:03:28Z",
    "title_canon_sha256": "a0759d4399d759a84903b58a94ce52e803a7608e0c3125f72ec59c0377bd68e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.06654",
    "kind": "arxiv",
    "version": 1
  }
}