Pith Number

pith:AWNKUGLS

pith:2026:AWNKUGLSI7ZSPS7SNNDAFSISH3

not attested not anchored not stored refs pending

Information-Based Exploration via Random Features for Reinforcement Learning

Odalric-Ambrym Maillard, Waris Radji

arxiv:2607.17981 v1 · 2026-07-20 · 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{AWNKUGLSI7ZSPS7SNNDAFSISH3}

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	2026-07-21T02:22:10.352447Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

059aaa197247f327cbf26b4602c9123ee9f2d93cb9fbe7dd109007b96a3441d3

Aliases

arxiv: 2607.17981 · arxiv_version: 2607.17981v1 · doi: 10.48550/arxiv.2607.17981 · pith_short_12: AWNKUGLSI7ZS · pith_short_16: AWNKUGLSI7ZSPS7S · pith_short_8: AWNKUGLS

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/AWNKUGLSI7ZSPS7SNNDAFSISH3 \
  | 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: 059aaa197247f327cbf26b4602c9123ee9f2d93cb9fbe7dd109007b96a3441d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c63756e36c4154af43607d69d4a4ae2cc619ec7ef22ad0ac6d1d6d7dd2521b7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-20T14:15:03Z",
    "title_canon_sha256": "56223bff89bd3b6da8a2512e9ad0af51bb1039a5398d040b9bb0baf699726c86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.17981",
    "kind": "arxiv",
    "version": 1
  }
}