Pith Number

pith:MMREDEOU

pith:2019:MMREDEOUI3KRIWE3FGNG476NR3

not attested not anchored not stored refs pending

Measuring the Reliability of Reinforcement Learning Algorithms

Anoop Korattikara, John Canny, Samuel Fishman, Sergio Guadarrama, Stephanie C.Y. Chan

arxiv:1912.05663 v2 · 2019-12-10 · stat.ML · cs.AI · 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{MMREDEOUI3KRIWE3FGNG476NR3}

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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

On Effectiveness and Efficiency of Agentic Tool-calling and RL Training

Receipt and verification

First computed	2026-07-05T00:40:26.908442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63224191d446d514589b299a6e7fcd8ec828b2ba281841d300cec733e7b90b34

Aliases

arxiv: 1912.05663 · arxiv_version: 1912.05663v2 · doi: 10.48550/arxiv.1912.05663 · pith_short_12: MMREDEOUI3KR · pith_short_16: MMREDEOUI3KRIWE3 · pith_short_8: MMREDEOU

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/MMREDEOUI3KRIWE3FGNG476NR3 \
  | 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: 63224191d446d514589b299a6e7fcd8ec828b2ba281841d300cec733e7b90b34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3f5fb16039cd8504baf1d78661bc909605fe1ad5fb3d2878f2acf663dc825c8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-12-10T17:50:33Z",
    "title_canon_sha256": "55eb366f423d29c506a91360c565592069838f25eeaed785870b9cab6ded76b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.05663",
    "kind": "arxiv",
    "version": 2
  }
}