Pith Number

pith:HNLSQK6U

pith:2018:HNLSQK6USZJ6UEEC4AGSZ6DNKK

not attested not anchored not stored refs pending

Towards Governing Agent's Efficacy: Action-Conditional $\beta$-VAE for Deep Transparent Reinforcement Learning

Gyujeong Lee, John Yang, Minsung Hyun, Nojun Kwak, Simyung Chang

arxiv:1811.04350 v1 · 2018-11-11 · cs.LG · cs.AI · 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{HNLSQK6USZJ6UEEC4AGSZ6DNKK}

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	2026-05-18T00:01:05.472656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b57282bd49653ea1082e00d2cf86d52849a0203703d299df8193631f3287e93

Aliases

arxiv: 1811.04350 · arxiv_version: 1811.04350v1 · doi: 10.48550/arxiv.1811.04350 · pith_short_12: HNLSQK6USZJ6 · pith_short_16: HNLSQK6USZJ6UEEC · pith_short_8: HNLSQK6U

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/HNLSQK6USZJ6UEEC4AGSZ6DNKK \
  | 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: 3b57282bd49653ea1082e00d2cf86d52849a0203703d299df8193631f3287e93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65a09f0117fad392e2bc6891f075d3e46f86949698a4ab5796904b04dde26694",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-11T04:48:15Z",
    "title_canon_sha256": "c8eec0c113635fdd5d93a4f1410b78cb9528582f8438d0c3608da8d92db5ce26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.04350",
    "kind": "arxiv",
    "version": 1
  }
}