Pith Number

pith:XMOPVDUH

pith:2022:XMOPVDUHSYSSOVP7DG7FH5UIVD

not attested not anchored not stored refs pending

Provably Efficient Primal-Dual Reinforcement Learning for CMDPs with Non-stationary Objectives and Constraints

Javad Lavaei, Yuhao Ding

arxiv:2201.11965 v4 · 2022-01-28 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XMOPVDUHSYSSOVP7DG7FH5UIVD}

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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

An Optimistic Algorithm for online CMDPS with Anytime Adversarial Constraints

Receipt and verification

First computed	2026-07-05T05:17:25.057126Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb1cfa8e8796252755ff19be53f688a8d8f47c6e657abc26d41555f2dd9c9f3e

Aliases

arxiv: 2201.11965 · arxiv_version: 2201.11965v4 · doi: 10.48550/arxiv.2201.11965 · pith_short_12: XMOPVDUHSYSS · pith_short_16: XMOPVDUHSYSSOVP7 · pith_short_8: XMOPVDUH

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/XMOPVDUHSYSSOVP7DG7FH5UIVD \
  | 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: bb1cfa8e8796252755ff19be53f688a8d8f47c6e657abc26d41555f2dd9c9f3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "614fd7d25123d27c664eff6b690f8064dc52df835101b93f380b83f4fb9fc13d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-28T07:18:29Z",
    "title_canon_sha256": "7d265f369c751dac8a15c482ea3ec1b701c6842187b2eb646920b36c0c9b75e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.11965",
    "kind": "arxiv",
    "version": 4
  }
}