Pith Number

pith:EIKKKWLH

pith:2022:EIKKKWLHVJESAH2VXMV7X64LUY

not attested not anchored not stored refs pending

Skill-based Model-based Reinforcement Learning

Joseph J. Lim, Lucy Xiaoyang Shi, Youngwoon Lee

arxiv:2207.07560 v2 · 2022-07-15 · cs.LG · cs.AI · 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{EIKKKWLHVJESAH2VXMV7X64LUY}

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

6 papers in Pith

IMWM: Intuition Models Complement World Models for Latent Planning

Atomic-Probe Governance for Skill Updates in Compositional Robot Policies

Hierarchical Behaviour Spaces

Governed Capability Evolution: Lifecycle-Time Compatibility Checking and Rollback for AI-Component-Based Systems, with Embodied Agents as Case Study

Receipt and verification

First computed	2026-07-05T05:24:12.829507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2214a55967aa49201f55bb2bfbfb8ba6245ad77451132f1b867d69c4257e94c7

Aliases

arxiv: 2207.07560 · arxiv_version: 2207.07560v2 · doi: 10.48550/arxiv.2207.07560 · pith_short_12: EIKKKWLHVJES · pith_short_16: EIKKKWLHVJESAH2V · pith_short_8: EIKKKWLH

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/EIKKKWLHVJESAH2VXMV7X64LUY \
  | 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: 2214a55967aa49201f55bb2bfbfb8ba6245ad77451132f1b867d69c4257e94c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb3162dd6aecb8a6f934957aa425109df58ea458c24bc463cc44473b1abc7e42",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-15T16:06:33Z",
    "title_canon_sha256": "64a63dd380e3cff3040507c286f22edbe76df4217bc630292417e08655d590a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.07560",
    "kind": "arxiv",
    "version": 2
  }
}