Pith Number

pith:WIYNHGGT

pith:2019:WIYNHGGTVRDCYML4PEJISMSIRD

not attested not anchored not stored refs pending

Worst Cases Policy Gradients

Jian Zhang, Ruslan Salakhutdinov, Yichuan Charlie Tang

arxiv:1911.03618 v1 · 2019-11-09 · 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{WIYNHGGTVRDCYML4PEJISMSIRD}

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.

Cited by

2 papers in Pith

RS-Diffuser: Risk-Sensitive Diffusion Planning with Distributional Value Guidance

Ensemble RL through Classifier Models: Enhancing Risk-Return Trade-offs in Trading Strategies

Receipt and verification

First computed	2026-07-05T00:18:14.307350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b230d398d3ac462c317c791289324888cc19d3fea96c3ed2b3143f1e37825988

Aliases

arxiv: 1911.03618 · arxiv_version: 1911.03618v1 · doi: 10.48550/arxiv.1911.03618 · pith_short_12: WIYNHGGTVRDC · pith_short_16: WIYNHGGTVRDCYML4 · pith_short_8: WIYNHGGT

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/WIYNHGGTVRDCYML4PEJISMSIRD \
  | 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: b230d398d3ac462c317c791289324888cc19d3fea96c3ed2b3143f1e37825988

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7493c9046d31c2ef4137cf1b9f7d146dd70eb1bf94a2b9db9a47a3c6ecc6c9e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-09T06:24:43Z",
    "title_canon_sha256": "7bd7d8ba9c1e23947f4f35f33590c1392702bf304f0644104fb600ba54fff026"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.03618",
    "kind": "arxiv",
    "version": 1
  }
}