Pith Number

pith:NUZB57MU

pith:2021:NUZB57MUGCV7FTWBMJKGGBIKLS

not attested not anchored not stored refs pending

Entropy-Aware Model Initialization for Effective Exploration in Deep Reinforcement Learning

Hyung-Il Kim, Sooyoung Jang

arxiv:2108.10533 v1 · 2021-08-24 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NUZB57MUGCV7FTWBMJKGGBIKLS}

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	2026-07-05T10:18:29.998859Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d321efd9430abf2cec1625463050a5ca472173fdda236ef2d765a94ff4e1fff

Aliases

arxiv: 2108.10533 · arxiv_version: 2108.10533v1 · doi: 10.48550/arxiv.2108.10533 · pith_short_12: NUZB57MUGCV7 · pith_short_16: NUZB57MUGCV7FTWB · pith_short_8: NUZB57MU

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/NUZB57MUGCV7FTWBMJKGGBIKLS \
  | 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: 6d321efd9430abf2cec1625463050a5ca472173fdda236ef2d765a94ff4e1fff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fd69eb2f7a584eef087e5619effa9e854debf0c11d5203ad57a3b0d6e22e7e9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-24T05:46:27Z",
    "title_canon_sha256": "c4cb201f378e0a3049d3f6cc9ddd3d77be79b9f1fbc95f5238f294e50b7bfc10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.10533",
    "kind": "arxiv",
    "version": 1
  }
}