Pith Number

pith:KPKJM53Z

pith:2019:KPKJM53ZLN2ZX5POXXZELNJBFH

not attested not anchored not stored refs pending

BAIL: Best-Action Imitation Learning for Batch Deep Reinforcement Learning

Che Wang, Keith Ross, Xinyue Chen, Yanqiu Wu, Zheng Wang, Zijian Zhou

arxiv:1910.12179 v4 · 2019-10-27 · 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{KPKJM53ZLN2ZX5POXXZELNJBFH}

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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

Offline Learning for Combinatorial Multi-armed Bandits

Receipt and verification

First computed	2026-07-05T01:48:06.907154Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53d49677795b759bf5eebdf245b52129ecad55367536b94bcb58e7c26e517716

Aliases

arxiv: 1910.12179 · arxiv_version: 1910.12179v4 · doi: 10.48550/arxiv.1910.12179 · pith_short_12: KPKJM53ZLN2Z · pith_short_16: KPKJM53ZLN2ZX5PO · pith_short_8: KPKJM53Z

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/KPKJM53ZLN2ZX5POXXZELNJBFH \
  | 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: 53d49677795b759bf5eebdf245b52129ecad55367536b94bcb58e7c26e517716

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34eff04d7980b40635399a4fc51672c4a5bd3c01741a950000a18741fd756fb9",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-27T04:43:19Z",
    "title_canon_sha256": "c3f5397707266d429781d6ffa88f5c365205cc140ce54eb116d1695d5e92d932"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.12179",
    "kind": "arxiv",
    "version": 4
  }
}