Pith Number

pith:LMM63Y4P

pith:2023:LMM63Y4PV5LKJSGWCRRAE4GCAY

not attested not anchored not stored refs pending

A Strong Baseline for Batch Imitation Learning

Kamil Ciosek, Lucas Maystre, Matthew Smith, Zhenwen Dai

arxiv:2302.02788 v1 · 2023-02-06 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LMM63Y4PV5LKJSGWCRRAE4GCAY}

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.

Cited by

1 paper in Pith

Fully Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:39:06.717325Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b19ede38faf56a4c8d614620270c2060ddeb9397275be3f407db444e51a37f5

Aliases

arxiv: 2302.02788 · arxiv_version: 2302.02788v1 · doi: 10.48550/arxiv.2302.02788 · pith_short_12: LMM63Y4PV5LK · pith_short_16: LMM63Y4PV5LKJSGW · pith_short_8: LMM63Y4P

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/LMM63Y4PV5LKJSGWCRRAE4GCAY \
  | 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: 5b19ede38faf56a4c8d614620270c2060ddeb9397275be3f407db444e51a37f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca880c1bdf168582edcb05465252da7854721485cbe4d00ec24406007e9b1c81",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-06T14:03:33Z",
    "title_canon_sha256": "537ca193a78b21f0765ca1edaa0b55bfc8222b2c62721b4ba052e5d92a216d1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.02788",
    "kind": "arxiv",
    "version": 1
  }
}