Pith Number

pith:DZW7J67U

pith:2017:DZW7J67UEOPDXPL6I4PZ6O5ZSC

not attested not anchored not stored refs pending

RLlib: Abstractions for Distributed Reinforcement Learning

Eric Liang, Ion Stoica, Joseph E. Gonzalez, Ken Goldberg, Michael I. Jordan, Philipp Moritz, Richard Liaw, Robert Nishihara, Roy Fox

arxiv:1712.09381 v4 · 2017-12-26 · cs.AI · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DZW7J67UEOPDXPL6I4PZ6O5ZSC}

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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

4 papers in Pith

Reinforcement learning for adaptive interior point methods in convex quadratic programming

Scalable Option Learning in High-Throughput Environments

Gym-V: A Unified Vision Environment System for Agentic Vision Research

RAMP: Hybrid DRL for Online Learning of Numeric Action Models

Receipt and verification

First computed	2026-05-18T00:12:06.083079Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e6df4fbf4239e3bbd7e471f9f3bb990a87b942e487f51cc8ce81b9636e7e5f2

Aliases

arxiv: 1712.09381 · arxiv_version: 1712.09381v4 · doi: 10.48550/arxiv.1712.09381 · pith_short_12: DZW7J67UEOPD · pith_short_16: DZW7J67UEOPDXPL6 · pith_short_8: DZW7J67U

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/DZW7J67UEOPDXPL6I4PZ6O5ZSC \
  | 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: 1e6df4fbf4239e3bbd7e471f9f3bb990a87b942e487f51cc8ce81b9636e7e5f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c296d5881ad88d333552d3d4c715592b1eb54fcf7d45d213f49ff7aa6e91a95",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-12-26T19:43:59Z",
    "title_canon_sha256": "22a6a037dba228d885cc0658cc837498091109a5ee01a1cca4fc7e688f0c536b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.09381",
    "kind": "arxiv",
    "version": 4
  }
}