Pith Number

pith:2WD4A6QA

pith:2022:2WD4A6QA44F5TMGWF6AYCTAO5R

not attested not anchored not stored refs pending

The Benefits of Model-Based Generalization in Reinforcement Learning

Aditya Ramesh, J\"urgen Schmidhuber, Kenny Young, Louis Kirsch

arxiv:2211.02222 v3 · 2022-11-04 · 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{2WD4A6QA44F5TMGWF6AYCTAO5R}

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

2 papers in Pith

Learning to Theorize the World from Observation

Learning Equivariant Neural-Augmented Object Dynamics From Few Interactions

Receipt and verification

First computed	2026-07-05T06:28:56.882779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d587c07a00e70bd9b0d62f81814c0eec47d893df81937e96f1a1c5f0fd9b647f

Aliases

arxiv: 2211.02222 · arxiv_version: 2211.02222v3 · doi: 10.48550/arxiv.2211.02222 · pith_short_12: 2WD4A6QA44F5 · pith_short_16: 2WD4A6QA44F5TMGW · pith_short_8: 2WD4A6QA

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/2WD4A6QA44F5TMGWF6AYCTAO5R \
  | 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: d587c07a00e70bd9b0d62f81814c0eec47d893df81937e96f1a1c5f0fd9b647f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed27654126e7ec333c4b9e6b0c5045881128498ce88d52440830021f2189e181",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-04T02:10:35Z",
    "title_canon_sha256": "e0b2be558b15bbe796e398f2bcebddd44662e28aa2efd20e6ca2a5770396f45b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02222",
    "kind": "arxiv",
    "version": 3
  }
}