Pith Number

pith:F5CL5ZK6

pith:2025:F5CL5ZK65JY42S6BS5N43D7CAN

not attested not anchored not stored refs pending

Primal-Dual Sample Complexity Bounds for Constrained Markov Decision Processes with Multiple Constraints

Andreas Spanopoulos, Konstantinos Papathanasiou, Max Buckley

arxiv:2503.06751 v1 · 2025-03-09 · 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{F5CL5ZK65JY42S6BS5N43D7CAN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T10:27:41.469862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f44bee55eea71cd4bc1975bcd8fe203498c9f0e7fe09b6cbdb857c641ee2836

Aliases

arxiv: 2503.06751 · arxiv_version: 2503.06751v1 · doi: 10.48550/arxiv.2503.06751 · pith_short_12: F5CL5ZK65JY4 · pith_short_16: F5CL5ZK65JY42S6B · pith_short_8: F5CL5ZK6

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/F5CL5ZK65JY42S6BS5N43D7CAN \
  | 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: 2f44bee55eea71cd4bc1975bcd8fe203498c9f0e7fe09b6cbdb857c641ee2836

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3280b3e353dc077a5bd19897acec82b0a17f65258da048fb2fd6880fe39b935",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-09T20:10:35Z",
    "title_canon_sha256": "4f4637fbbf3c6f0127f4a8de883dfc07174e444701f99f59948d1730b5a394ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06751",
    "kind": "arxiv",
    "version": 1
  }
}