Pith Number

pith:HZKQRGSH

pith:2023:HZKQRGSHEGTMVFRHQXA6357SGC

not attested not anchored not stored refs pending

Conformal Off-Policy Evaluation in Markov Decision Processes

Alessio Russo, Alexandre Proutiere, Daniele Foffano

arxiv:2304.02574 v2 · 2023-04-05 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZKQRGSHEGTMVFRHQXA6357SGC}

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

Interval POMDP Shielding for Imperfect-Perception Agents

Receipt and verification

First computed	2026-07-05T08:38:01.658108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e55089a4721a6ca962785c1edf7f2309d2904b3a703b91031dd1e82f53b8ee8

Aliases

arxiv: 2304.02574 · arxiv_version: 2304.02574v2 · doi: 10.48550/arxiv.2304.02574 · pith_short_12: HZKQRGSHEGTM · pith_short_16: HZKQRGSHEGTMVFRH · pith_short_8: HZKQRGSH

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/HZKQRGSHEGTMVFRHQXA6357SGC \
  | 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: 3e55089a4721a6ca962785c1edf7f2309d2904b3a703b91031dd1e82f53b8ee8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ccaf5147c337358bbf4870782f6ce5c105ecc6dde93e20df437b608a1e08098",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-05T16:45:11Z",
    "title_canon_sha256": "bc6f1adcc7a4747d9e91ffaf82905688e59041c368fd42722ca896a2ea5f6334"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.02574",
    "kind": "arxiv",
    "version": 2
  }
}