Pith Number

pith:ES5ETX4W

pith:2024:ES5ETX4W3DU7QGAOOEYEHNAEAU

not attested not anchored not stored refs pending

Hyper: Hyperparameter Robust Efficient Exploration in Reinforcement Learning

Bolei Zhou, Chenshu Liu, Lin F. Yang, Sanae Amani, Yiran Wang, Yunfan Li

arxiv:2412.03767 v1 · 2024-12-04 · 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{ES5ETX4W3DU7QGAOOEYEHNAEAU}

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	2026-07-05T09:44:41.059003Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24ba49df96d8e9f8180e713043b404050b8efbf75483f4ad9ae90db75e1a22e3

Aliases

arxiv: 2412.03767 · arxiv_version: 2412.03767v1 · doi: 10.48550/arxiv.2412.03767 · pith_short_12: ES5ETX4W3DU7 · pith_short_16: ES5ETX4W3DU7QGAO · pith_short_8: ES5ETX4W

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/ES5ETX4W3DU7QGAOOEYEHNAEAU \
  | 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: 24ba49df96d8e9f8180e713043b404050b8efbf75483f4ad9ae90db75e1a22e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a022b7b6d96084dc5ee88c2c7f45a2fa79d02ff5c2f477625469f188c9d95345",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-04T23:12:41Z",
    "title_canon_sha256": "098219071e97e863e3025c4d363a97863be9739bc7e29c5c490401af5a39b027"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03767",
    "kind": "arxiv",
    "version": 1
  }
}