Pith Number

pith:MDPCV2OY

pith:2023:MDPCV2OYSYC6C5SJS3LMNL7UUO

not attested not anchored not stored refs pending

Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning

Andreas Krause, Arjun Bhardwaj, Bhavya Sukhija, Jonas Rothfuss, Marco Hutter, Stelian Coros, Yarden As

arxiv:2311.07558 v2 · 2023-11-13 · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MDPCV2OYSYC6C5SJS3LMNL7UUO}

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	2026-07-05T07:42:21.731112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60de2ae9d89605e1764996d6c6aff4a3ac07e31d18b79eb67f7e44c50bb1f3d0

Aliases

arxiv: 2311.07558 · arxiv_version: 2311.07558v2 · doi: 10.48550/arxiv.2311.07558 · pith_short_12: MDPCV2OYSYC6 · pith_short_16: MDPCV2OYSYC6C5SJ · pith_short_8: MDPCV2OY

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/MDPCV2OYSYC6C5SJS3LMNL7UUO \
  | 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: 60de2ae9d89605e1764996d6c6aff4a3ac07e31d18b79eb67f7e44c50bb1f3d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b97234b52f4071e3a03649f48b5f942015bb92d5566402465954ff2af80f2591",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-13T18:51:57Z",
    "title_canon_sha256": "a602b9b8268c010da228eee143771a7d177e6f93c5655ec7bf02c2f5a9407aa1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.07558",
    "kind": "arxiv",
    "version": 2
  }
}