Pith Number

pith:RUGDVG4H

pith:2025:RUGDVG4HQONEICLREGCABKNKH3

not attested not anchored not stored refs pending

Calibrated Value-Aware Model Learning with Probabilistic Environment Models

Amir-massoud Farahmand, Anastasiia Pedan, Arash Ahmadian, Claas Voelcker, Igor Gilitschenski, Romina Abachi

arxiv:2505.22772 v2 · 2025-05-28 · 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{RUGDVG4HQONEICLREGCABKNKH3}

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	2026-07-05T11:18:22.576095Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d0c3a9b87839a440971218400a9aa3eedf7feab478502fa0cdf9fea187297ff

Aliases

arxiv: 2505.22772 · arxiv_version: 2505.22772v2 · doi: 10.48550/arxiv.2505.22772 · pith_short_12: RUGDVG4HQONE · pith_short_16: RUGDVG4HQONEICLR · pith_short_8: RUGDVG4H

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/RUGDVG4HQONEICLREGCABKNKH3 \
  | 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: 8d0c3a9b87839a440971218400a9aa3eedf7feab478502fa0cdf9fea187297ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "27186422fbfd705fb23509a4464c35f2c51019fc140f762dbf41d501f02152ea",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T18:40:49Z",
    "title_canon_sha256": "109ce3318cbb5c75f657ac8d0c2b9bebbe271321831a5fb3567586629ef1db60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22772",
    "kind": "arxiv",
    "version": 2
  }
}