Pith Number

pith:VA74KBSP

pith:2023:VA74KBSP5GDKYAC6XQXX2R4FGX

not attested not anchored not stored refs pending

Normalization Enhances Generalization in Visual Reinforcement Learning

Guozheng Ma, Jiafei Lyu, Lu Li, Xiu Li, Zhenjie Yang, Zhiheng Li, Zilin Wang

arxiv:2306.00656 v1 · 2023-06-01 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{VA74KBSP5GDKYAC6XQXX2R4FGX}

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Record completeness

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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

1 paper in Pith

Task-Relevant Representation Decoupling for Visual Reinforcement Learning Generalization

Receipt and verification

First computed	2026-07-05T06:16:29.434143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a83fc5064fe986ac005ebc2f7d478535f5a95ca4f09557ef0c20c302bb183004

Aliases

arxiv: 2306.00656 · arxiv_version: 2306.00656v1 · doi: 10.48550/arxiv.2306.00656 · pith_short_12: VA74KBSP5GDK · pith_short_16: VA74KBSP5GDKYAC6 · pith_short_8: VA74KBSP

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/VA74KBSP5GDKYAC6XQXX2R4FGX \
  | 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: a83fc5064fe986ac005ebc2f7d478535f5a95ca4f09557ef0c20c302bb183004

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f77d6b22fd95af43395f7d614380178bc7c746e01e2bfaf08520d0929ffa47b9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-01T13:24:56Z",
    "title_canon_sha256": "fd03d36567d050518d8536e54ac6fac56f7a5684d70b31675c2af63bb052b91b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.00656",
    "kind": "arxiv",
    "version": 1
  }
}