Pith Number

pith:BECHOSMO

pith:2021:BECHOSMOCQJHGHTW4ODOYSGEJC

not attested not anchored not stored refs pending

Faster Algorithm and Sharper Analysis for Constrained Markov Decision Process

Guanghui Lan, Shaofeng Zou, Tengyu Xu, Tianjiao Li, Yingbin Liang, Ziwei Guan

arxiv:2110.10351 v1 · 2021-10-20 · math.OC · cs.LG

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\usepackage{pith}
\pithnumber{BECHOSMOCQJHGHTW4ODOYSGEJC}

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Record completeness

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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

Operator Splitting for Convex Constrained Markov Decision Processes

Receipt and verification

First computed	2026-07-05T03:24:16.250649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

090477498e1412731e76e386ec48c44894130801637ab541fc216debb353b8d7

Aliases

arxiv: 2110.10351 · arxiv_version: 2110.10351v1 · doi: 10.48550/arxiv.2110.10351 · pith_short_12: BECHOSMOCQJH · pith_short_16: BECHOSMOCQJHGHTW · pith_short_8: BECHOSMO

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/BECHOSMOCQJHGHTW4ODOYSGEJC \
  | 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: 090477498e1412731e76e386ec48c44894130801637ab541fc216debb353b8d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11610e1a51e6d9d399758ead6f877336962854eb4137d0be212cfd7a9dae7f64",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2021-10-20T02:57:21Z",
    "title_canon_sha256": "8d48686ea57acb99da7b2328f5701b0a8aef787eb2a8c8c6b7351b23af532b15"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.10351",
    "kind": "arxiv",
    "version": 1
  }
}