Pith Number

pith:27GMHLQB

pith:2019:27GMHLQBN2APYZG2O2V3ADLHQH

not attested not anchored not stored refs pending

SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference

Ke Wang, Lasse Espeholt, Marcin Michalski, Piotr Stanczyk, Rapha\"el Marinier

arxiv:1910.06591 v2 · 2019-10-15 · cs.LG · 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{27GMHLQBN2APYZG2O2V3ADLHQH}

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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

1 paper in Pith

FAST: A Framework for Aligned Sampling and Training in Parallel Reinforcement Learning for Autonomous Driving

Receipt and verification

First computed	2026-07-05T00:39:39.021125Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7ccc3ae016e80fc64da76abb00d6781c6d0ac3264719ad44d0e617ac3dcab52

Aliases

arxiv: 1910.06591 · arxiv_version: 1910.06591v2 · doi: 10.48550/arxiv.1910.06591 · pith_short_12: 27GMHLQBN2AP · pith_short_16: 27GMHLQBN2APYZG2 · pith_short_8: 27GMHLQB

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/27GMHLQBN2APYZG2O2V3ADLHQH \
  | 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: d7ccc3ae016e80fc64da76abb00d6781c6d0ac3264719ad44d0e617ac3dcab52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a0238353fad412e2d54f046053ee512ce6e5b10dbf2d2d9dcfb300beb4c2b14",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-15T08:32:45Z",
    "title_canon_sha256": "5984f47e2c40a1660128c981ce535b5993d2694347299ca62dab910d5a61621a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.06591",
    "kind": "arxiv",
    "version": 2
  }
}