Pith Number

pith:KNMWXFX2

pith:2020:KNMWXFX2VTKC7ID7SPD4P6GUYV

not attested not anchored not stored refs pending

RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem

Eric Liang, Ion Stoica, Joseph E. Gonzalez, Michael Luo, Sven Mika, Zhanghao Wu

arxiv:2011.12719 v4 · 2020-11-25 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KNMWXFX2VTKC7ID7SPD4P6GUYV}

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

The Rollout Infrastructure Tax in Coding-Agent Reinforcement Learning

MagicSim: A Unified Infrastructure for Executable Embodied Interaction

Receipt and verification

First computed	2026-07-05T03:26:57.968742Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53596b96faacd42fa07f93c7c7f8d4c5675dbd938cfa5bf9825439b6323610e5

Aliases

arxiv: 2011.12719 · arxiv_version: 2011.12719v4 · doi: 10.48550/arxiv.2011.12719 · pith_short_12: KNMWXFX2VTKC · pith_short_16: KNMWXFX2VTKC7ID7 · pith_short_8: KNMWXFX2

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/KNMWXFX2VTKC7ID7SPD4P6GUYV \
  | 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: 53596b96faacd42fa07f93c7c7f8d4c5675dbd938cfa5bf9825439b6323610e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f56e5ab32f3710b0f25e7a41cd18411adf3db4761ba2b139bcc54bb7a48f0e4",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-25T13:28:16Z",
    "title_canon_sha256": "980166acc8817ea8e056c2d9165d78304628f4eab0c581b88552ecf6c00bdb5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.12719",
    "kind": "arxiv",
    "version": 4
  }
}