Pith Number

pith:LPURC2L6

pith:2024:LPURC2L6AUUQEYNWRKPG7ACIOP

not attested not anchored not stored refs pending

Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning

Adam Block, Dipendra Misra, Dylan J. Foster

arxiv:2407.15007 v2 · 2024-07-20 · cs.LG · cs.AI · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LPURC2L6AUUQEYNWRKPG7ACIOP}

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

3 papers in Pith

Split the Differences, Pool the Rest: Provably Efficient Multi-Objective Imitation

Adversarial Imitation Learning with General Function Approximation: Theoretical Analysis and Practical Algorithms

Receipt and verification

First computed	2026-07-05T09:42:28.164029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5be911697e05290261b68a9e6f804873dbb13d6a29edaab8de3180d27be52a7c

Aliases

arxiv: 2407.15007 · arxiv_version: 2407.15007v2 · doi: 10.48550/arxiv.2407.15007 · pith_short_12: LPURC2L6AUUQ · pith_short_16: LPURC2L6AUUQEYNW · pith_short_8: LPURC2L6

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/LPURC2L6AUUQEYNWRKPG7ACIOP \
  | 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: 5be911697e05290261b68a9e6f804873dbb13d6a29edaab8de3180d27be52a7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2216f45fc528ba8930770930b975665902f4f9809bb24220c5ace731d0c109b0",
    "cross_cats_sorted": [
      "cs.AI",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-20T23:31:56Z",
    "title_canon_sha256": "cb9719f26d0de87eed28e7babaddcc7ee802556fb2d1af36ba4a27d50b2d2bde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.15007",
    "kind": "arxiv",
    "version": 2
  }
}