Pith Number

pith:V6ENV2UN

pith:2025:V6ENV2UNLZMKSKSOYJXX3QGP2V

not attested not anchored not stored refs pending

The regret lower bound for communicating Markov Decision Processes

Odalric-Ambrym Maillard, Victor Boone

arxiv:2501.13013 v1 · 2025-01-22 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V6ENV2UNLZMKSKSOYJXX3QGP2V}

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.

Cited by

1 paper in Pith

Learning in Markovian bandits with non-observable states and constrained decision epochs

Receipt and verification

First computed	2026-07-05T10:04:01.775971Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af88daea8d5e58a92a4ec26f7dc0cfd5512d8c4b8de309e7d336c1aabce31ddd

Aliases

arxiv: 2501.13013 · arxiv_version: 2501.13013v1 · doi: 10.48550/arxiv.2501.13013 · pith_short_12: V6ENV2UNLZMK · pith_short_16: V6ENV2UNLZMKSKSO · pith_short_8: V6ENV2UN

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/V6ENV2UNLZMKSKSOYJXX3QGP2V \
  | 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: af88daea8d5e58a92a4ec26f7dc0cfd5512d8c4b8de309e7d336c1aabce31ddd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "623d0c1e23a9c39fd9a07d7f077499f290a541f473668177f73f43866a87d073",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T16:56:42Z",
    "title_canon_sha256": "574be3a1cee121486c506e52708d7bf86750a46dc57f207049e0e547fd27c8ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13013",
    "kind": "arxiv",
    "version": 1
  }
}