Pith Number

pith:KBJ5S7LD

pith:2020:KBJ5S7LDSHDUFN7MAAZEXYOQMY

not attested not anchored not stored refs pending

Sample Efficient Reinforcement Learning through Learning from Demonstrations in Minecraft

Christian Scheller, Manfred Vogel, Yanick Schraner

arxiv:2003.06066 v1 · 2020-03-12 · cs.LG · 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{KBJ5S7LDSHDUFN7MAAZEXYOQMY}

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	2026-07-05T00:47:43.462628Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5053d97d6391c742b7ec00324be1d066056f2d814536879d7a5f6ca66d7d8346

Aliases

arxiv: 2003.06066 · arxiv_version: 2003.06066v1 · doi: 10.48550/arxiv.2003.06066 · pith_short_12: KBJ5S7LDSHDU · pith_short_16: KBJ5S7LDSHDUFN7M · pith_short_8: KBJ5S7LD

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/KBJ5S7LDSHDUFN7MAAZEXYOQMY \
  | 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: 5053d97d6391c742b7ec00324be1d066056f2d814536879d7a5f6ca66d7d8346

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "291c1295ab405ffe0f3d6af971bbeef77c3bfc4403f20f7042606ca12dda8e36",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-12T23:46:16Z",
    "title_canon_sha256": "ee2117358e796cbc2df38a1519a5b6fd381ceda64a40583f882141cb3c3217aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.06066",
    "kind": "arxiv",
    "version": 1
  }
}