Pith Number

pith:K2YO4UTW

pith:2020:K2YO4UTW2PAQ3NEXX433HIBRAX

not attested not anchored not stored refs pending

On the Sample Complexity of Reinforcement Learning with Policy Space Generalization

Wenlong Mou, Xi Chen, Zheng Wen

arxiv:2008.07353 v1 · 2020-08-17 · cs.LG · cs.AI · cs.DS · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K2YO4UTW2PAQ3NEXX433HIBRAX}

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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

The Space Complexity of Learning-Unlearning Algorithms

Receipt and verification

First computed	2026-07-05T01:27:38.875478Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56b0ee5276d3c10db497bf37b3a03105f3b3d43eda04f6fbd7dfdc782fb53faf

Aliases

arxiv: 2008.07353 · arxiv_version: 2008.07353v1 · doi: 10.48550/arxiv.2008.07353 · pith_short_12: K2YO4UTW2PAQ · pith_short_16: K2YO4UTW2PAQ3NEX · pith_short_8: K2YO4UTW

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/K2YO4UTW2PAQ3NEXX433HIBRAX \
  | 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: 56b0ee5276d3c10db497bf37b3a03105f3b3d43eda04f6fbd7dfdc782fb53faf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "444c246d3c957b6fc488ef0d725202eda38484811a95c2212fd7a75102e813f9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-17T14:26:18Z",
    "title_canon_sha256": "d8efce708f48de3d2ecd1ae8c305d17e6be31cf405be51bb43011555e2795ea2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.07353",
    "kind": "arxiv",
    "version": 1
  }
}