Pith Number

pith:WYLLQ42R

pith:2023:WYLLQ42RUU6MX2WMBQPAD6HYBM

not attested not anchored not stored refs pending

Sample Efficient Deep Reinforcement Learning via Local Planning

Botao Hao, Csaba Szepesvari, Dong Yin, Nevena Lazic, Nived Rajaraman, Sridhar Thiagarajan

arxiv:2301.12579 v2 · 2023-01-29 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WYLLQ42RUU6MX2WMBQPAD6HYBM}

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	2026-07-05T06:26:45.378982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b616b87351a53ccbeacc0c1e01f8f80b3597f79492c02b7a62cb2e23abb2b772

Aliases

arxiv: 2301.12579 · arxiv_version: 2301.12579v2 · doi: 10.48550/arxiv.2301.12579 · pith_short_12: WYLLQ42RUU6M · pith_short_16: WYLLQ42RUU6MX2WM · pith_short_8: WYLLQ42R

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/WYLLQ42RUU6MX2WMBQPAD6HYBM \
  | 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: b616b87351a53ccbeacc0c1e01f8f80b3597f79492c02b7a62cb2e23abb2b772

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ae42db02e7d4cb9e35344b010fc4c7873ab8f6945f1db1d5f89c32f0dfab988",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-29T23:17:26Z",
    "title_canon_sha256": "9ea7b8a6ba08dcd2666be68ab9c4d94fe63b1cff28bc2986123f6c277ef90099"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.12579",
    "kind": "arxiv",
    "version": 2
  }
}