Pith Number

pith:VIYWHVMG

pith:2024:VIYWHVMG6XT3HFE5N67SVK7SXB

not attested not anchored not stored refs pending

Learning Constrained Markov Decision Processes With Non-stationary Rewards and Constraints

Alberto Marchesi, Anna Lunghi, Francesco Emanuele Stradi, Matteo Castiglioni, Nicola Gatti

arxiv:2405.14372 v2 · 2024-05-23 · 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{VIYWHVMG6XT3HFE5N67SVK7SXB}

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	2026-07-05T09:12:06.409928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa3163d586f5e7b3949d6fbf2aabf2b85ce11c6df61bfb1856fdc7cf7a39cd45

Aliases

arxiv: 2405.14372 · arxiv_version: 2405.14372v2 · doi: 10.48550/arxiv.2405.14372 · pith_short_12: VIYWHVMG6XT3 · pith_short_16: VIYWHVMG6XT3HFE5 · pith_short_8: VIYWHVMG

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/VIYWHVMG6XT3HFE5N67SVK7SXB \
  | 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: aa3163d586f5e7b3949d6fbf2aabf2b85ce11c6df61bfb1856fdc7cf7a39cd45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69ce2f667c136b3ff994984b7a48537abefb4227218d12d3f9bba74f516536e6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T09:48:48Z",
    "title_canon_sha256": "a9528f6ca8baa46d30b2a69ed776d4cf9266f53dff56f298e862560ba80d4a14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14372",
    "kind": "arxiv",
    "version": 2
  }
}