Pith Number

pith:XI74R5BG

pith:2015:XI74R5BGLPQHH6R5HN533C4KB2

not attested not anchored not stored refs pending

Learning Continuous Control Policies by Stochastic Value Gradients

David Silver, Greg Wayne, Nicolas Heess, Timothy Lillicrap, Tom Erez, Yuval Tassa

arxiv:1510.09142 v1 · 2015-10-30 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XI74R5BGLPQHH6R5HN533C4KB2}

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

Distributionally Robust Control via Stein Variational Inference for Contact-Rich Manipulation

High-Dimensional Continuous Control Using Generalized Advantage Estimation

Receipt and verification

First computed	2026-05-18T01:28:22.700279Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba3fc8f4265be073fa3d3b7bbd8b8a0e80e42f9be36c31de938f0b0cb9638507

Aliases

arxiv: 1510.09142 · arxiv_version: 1510.09142v1 · doi: 10.48550/arxiv.1510.09142 · pith_short_12: XI74R5BGLPQH · pith_short_16: XI74R5BGLPQHH6R5 · pith_short_8: XI74R5BG

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/XI74R5BGLPQHH6R5HN533C4KB2 \
  | 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: ba3fc8f4265be073fa3d3b7bbd8b8a0e80e42f9be36c31de938f0b0cb9638507

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d851e7a61108cf9b547cda648d764cc13aa7c62b681a6dad8ce0361340213f9",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-10-30T16:07:51Z",
    "title_canon_sha256": "fa0fe21c1c3e4d8114444aa16e6851a9d6586397173fecf87e0b8bde50b7b647"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1510.09142",
    "kind": "arxiv",
    "version": 1
  }
}