Pith Number

pith:L7BO5U2S

pith:2018:L7BO5U2SDCYEG3UW27U5SUV6Q3

not attested not anchored not stored refs pending

Sample-Efficient Policy Learning based on Completely Behavior Cloning

Ke Lu, Ling Wang, Qiming Zou, Yu Li

arxiv:1811.03853 v1 · 2018-11-09 · cs.LG · cs.AI · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L7BO5U2SDCYEG3UW27U5SUV6Q3}

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.

Receipt and verification

First computed	2026-05-18T00:01:11.790124Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fc2eed35218b0436e96d7e9d952be86fe832fec0af8f579596d201da9d22c57

Aliases

arxiv: 1811.03853 · arxiv_version: 1811.03853v1 · doi: 10.48550/arxiv.1811.03853 · pith_short_12: L7BO5U2SDCYE · pith_short_16: L7BO5U2SDCYEG3UW · pith_short_8: L7BO5U2S

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/L7BO5U2SDCYEG3UW27U5SUV6Q3 \
  | 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: 5fc2eed35218b0436e96d7e9d952be86fe832fec0af8f579596d201da9d22c57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fb2cbad026b0785e22895c8c233c6c06d5346000588662823b204720494b0ac",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-09T10:34:53Z",
    "title_canon_sha256": "d71a20563ac9fc53f3358509245f26623d0927f097b9f5328cfbc9c7ac786898"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.03853",
    "kind": "arxiv",
    "version": 1
  }
}