Pith Number

pith:KF5RMDIF

pith:2026:KF5RMDIFNLH2WFOOHYUH7V2QHY

not attested not anchored not stored refs pending

Minimax PAC Bounds for Learning in Exogenous Contextual MDPs

Corentin Pla, Hugo Richard, Marc Abeille, Vianney Perchet

arxiv:2606.25170 v1 · 2026-06-23 · stat.ML · 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{KF5RMDIFNLH2WFOOHYUH7V2QHY}

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	2026-06-25T00:18:19.885541Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

517b160d056acfab15ce3e287fd7503e2d8cbce023c770fd4ade4db8f95e0cf3

Aliases

arxiv: 2606.25170 · arxiv_version: 2606.25170v1 · doi: 10.48550/arxiv.2606.25170 · pith_short_12: KF5RMDIFNLH2 · pith_short_16: KF5RMDIFNLH2WFOO · pith_short_8: KF5RMDIF

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/KF5RMDIFNLH2WFOOHYUH7V2QHY \
  | 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: 517b160d056acfab15ce3e287fd7503e2d8cbce023c770fd4ade4db8f95e0cf3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1feaddc1c5f0c5933d31fea40cef0b24badccc5cf457bc75edaabb2533c74eaf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-06-23T21:02:18Z",
    "title_canon_sha256": "88469beedeee70f1cdc9065803c239c46026d640c22f1db62d1382a09761028e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.25170",
    "kind": "arxiv",
    "version": 1
  }
}