Pith Number

pith:AKZER62N

pith:2020:AKZER62NHSI4CVKDVXQABBZ5HP

not attested not anchored not stored refs pending

Optimistic Exploration even with a Pessimistic Initialisation

Bei Peng, Shimon Whiteson, Tabish Rashid, Wendelin B\"ohmer

arxiv:2002.12174 v1 · 2020-02-26 · cs.LG · cs.AI · 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{AKZER62NHSI4CVKDVXQABBZ5HP}

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

1 paper in Pith

The Courage to Stop: Overcoming Sunk Cost Fallacy in Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:44:21.176531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02b248fb4d3c91c15543ade000873d3bc31ce529180ca0c71ab13777f17319ab

Aliases

arxiv: 2002.12174 · arxiv_version: 2002.12174v1 · doi: 10.48550/arxiv.2002.12174 · pith_short_12: AKZER62NHSI4 · pith_short_16: AKZER62NHSI4CVKD · pith_short_8: AKZER62N

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/AKZER62NHSI4CVKDVXQABBZ5HP \
  | 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: 02b248fb4d3c91c15543ade000873d3bc31ce529180ca0c71ab13777f17319ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "262b43479ac50e3acf4a7255c7f10ebf9f22a482e6ed4da7418e6ccb73b23458",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-26T17:15:53Z",
    "title_canon_sha256": "1a87eb0e1d19b845daf8e6896636e5efa90c5558f0a7b2f6f9c8d2827c69ce9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.12174",
    "kind": "arxiv",
    "version": 1
  }
}