Pith Number

pith:UMCPILPI

pith:2018:UMCPILPIV7C6YGIPLOMT4J6KNJ

not attested not anchored not stored refs pending

Quantifying Generalization in Reinforcement Learning

Chris Hesse, John Schulman, Karl Cobbe, Oleg Klimov, Taehoon Kim

arxiv:1812.02341 v3 · 2018-12-06 · 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{UMCPILPIV7C6YGIPLOMT4J6KNJ}

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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

Dota 2 with Large Scale Deep Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:40:41.390444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a304f42de8afc5ec190f5b993e27ca6a70e911828199f3e947f869b41bc49a2d

Aliases

arxiv: 1812.02341 · arxiv_version: 1812.02341v3 · doi: 10.48550/arxiv.1812.02341 · pith_short_12: UMCPILPIV7C6 · pith_short_16: UMCPILPIV7C6YGIP · pith_short_8: UMCPILPI

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/UMCPILPIV7C6YGIPLOMT4J6KNJ \
  | 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: a304f42de8afc5ec190f5b993e27ca6a70e911828199f3e947f869b41bc49a2d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f311d30e970d86ad6dbb9288ee7b2eb00743a73d5ee35835a8b6e5d80a4393a9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-06T04:29:29Z",
    "title_canon_sha256": "bd17f2b71ba90f9eff42b9b643a6a215a34e84a6f7b80b92f2baed0dc2696c30"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.02341",
    "kind": "arxiv",
    "version": 3
  }
}