Pith Number

pith:4E3CJZ7I

pith:2025:4E3CJZ7IWOUD6YJXMRLBEYA54Z

not attested not anchored not stored refs pending

Beyond-Expert Performance with Limited Demonstrations: Efficient Imitation Learning with Double Exploration

David M. Bossens, Heyang Zhao, Ivor W. Tsang, Quanquan Gu, Xingrui Yu

arxiv:2506.20307 v1 · 2025-06-25 · 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{4E3CJZ7IWOUD6YJXMRLBEYA54Z}

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	2026-07-05T11:27:03.600796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e13624e7e8b3a83f6137645612601de67d433bd11b0e36222fbac9f799d5cad3

Aliases

arxiv: 2506.20307 · arxiv_version: 2506.20307v1 · doi: 10.48550/arxiv.2506.20307 · pith_short_12: 4E3CJZ7IWOUD · pith_short_16: 4E3CJZ7IWOUD6YJX · pith_short_8: 4E3CJZ7I

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/4E3CJZ7IWOUD6YJXMRLBEYA54Z \
  | 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: e13624e7e8b3a83f6137645612601de67d433bd11b0e36222fbac9f799d5cad3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28e905db61a75de1508e757bab2b8ccc1c2d61853be6640babd1f1815ebd8619",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-25T10:39:32Z",
    "title_canon_sha256": "24dc8f57dec58bdce3e1aa588006bac9b097916cb1e1757707ac9350a6b75e3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.20307",
    "kind": "arxiv",
    "version": 1
  }
}