Pith Number

pith:5W5BBJFL

pith:2024:5W5BBJFLM7ZAHTW4OPSFKNBKQL

not attested not anchored not stored refs pending

Sample Efficient Robot Learning in Supervised Effect Prediction Tasks

Erhan Oztop, Mehmet Arda Eren

arxiv:2412.02331 v2 · 2024-12-03 · cs.RO · cs.AI · 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{5W5BBJFLM7ZAHTW4OPSFKNBKQL}

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	2026-07-05T11:10:49.279897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edba10a4ab67f203cedc73e455342a82de06d62c3ee9804a792a1df7d80da2db

Aliases

arxiv: 2412.02331 · arxiv_version: 2412.02331v2 · doi: 10.48550/arxiv.2412.02331 · pith_short_12: 5W5BBJFLM7ZA · pith_short_16: 5W5BBJFLM7ZAHTW4 · pith_short_8: 5W5BBJFL

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/5W5BBJFLM7ZAHTW4OPSFKNBKQL \
  | 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: edba10a4ab67f203cedc73e455342a82de06d62c3ee9804a792a1df7d80da2db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60c19b4abf92e65c8deeea699b63abb21732946307c34be2e5fe0b195d5d9507",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2024-12-03T09:48:28Z",
    "title_canon_sha256": "f02c5e1e27b91ca57174d1e9d4ff42fae1e85aa9caf15bde6954814b5efe4f07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02331",
    "kind": "arxiv",
    "version": 2
  }
}