Pith Number

pith:BR6STRY3

pith:2022:BR6STRY3BKCQBCRSHNB4TCTFIY

not attested not anchored not stored refs pending

A Comprehensive Survey of Data Augmentation in Visual Reinforcement Learning

Bo Yuan, Dacheng Tao, Guozheng Ma, Xueqian Wang, Zhecheng Yuan, Zhen Wang

arxiv:2210.04561 v4 · 2022-10-10 · cs.CV · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BR6STRY3BKCQBCRSHNB4TCTFIY}

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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

1 paper in Pith

Taming Data Challenges in ML-based Security Tasks Using Generative AI

Receipt and verification

First computed	2026-07-05T09:22:58.014058Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c7d29c71b0a85008a323b43c98a654615671595d53e7ba1413b851c0835fcce

Aliases

arxiv: 2210.04561 · arxiv_version: 2210.04561v4 · doi: 10.48550/arxiv.2210.04561 · pith_short_12: BR6STRY3BKCQ · pith_short_16: BR6STRY3BKCQBCRS · pith_short_8: BR6STRY3

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/BR6STRY3BKCQBCRSHNB4TCTFIY \
  | 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: 0c7d29c71b0a85008a323b43c98a654615671595d53e7ba1413b851c0835fcce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1d1434a57e7c91a6054523d266d7d772011aeb2275a9f0c71912161083ce390",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-10-10T11:01:57Z",
    "title_canon_sha256": "e8df3ce603178fe04f3d922f20cccfd5a7d07f1ef7eb62390b3699ac20e40db3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.04561",
    "kind": "arxiv",
    "version": 4
  }
}