Pith Number

pith:LANUUHLO

pith:2025:LANUUHLOC6ANIN2FWJSBEQJ5D3

not attested not anchored not stored refs pending

Knowledge Transfer in Model-Based Reinforcement Learning Agents for Efficient Multi-Task Learning

Dmytro Kuzmenko, Nadiya Shvai

arxiv:2501.05329 v1 · 2025-01-09 · 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{LANUUHLOC6ANIN2FWJSBEQJ5D3}

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	2026-07-05T11:31:04.254748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

581b4a1d6e1780d43745b26412413d1ee56534679254dc6b0cd1b2295d68e0fc

Aliases

arxiv: 2501.05329 · arxiv_version: 2501.05329v1 · doi: 10.48550/arxiv.2501.05329 · pith_short_12: LANUUHLOC6AN · pith_short_16: LANUUHLOC6ANIN2F · pith_short_8: LANUUHLO

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/LANUUHLOC6ANIN2FWJSBEQJ5D3 \
  | 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: 581b4a1d6e1780d43745b26412413d1ee56534679254dc6b0cd1b2295d68e0fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70273d536d5d2fba7f78e00138672c20b8713659c2f7cd3a2d279c5d3f7ebf06",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-09T15:55:08Z",
    "title_canon_sha256": "f34a011c42ae2291fb3ed738563f84a1dd33b4cd56cd2e232e98d35ddf2eaadf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05329",
    "kind": "arxiv",
    "version": 1
  }
}