Pith Number

pith:BDNSQOPD

pith:2023:BDNSQOPDZWGPUMA5AJV5UD4CXV

not attested not anchored not stored refs pending

Learning Better with Less: Effective Augmentation for Sample-Efficient Visual Reinforcement Learning

Dacheng Tao, Guozheng Ma, Haoyu Wang, Linrui Zhang, Li Shen, Lu Li, Xueqian Wang, Zhen Wang, Zilin Wang

arxiv:2305.16379 v2 · 2023-05-25 · cs.LG · cs.AI · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BDNSQOPDZWGPUMA5AJV5UD4CXV}

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	2026-07-05T07:05:43.590325Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08db2839e3cd8cfa301d026bda0f82bd7983da370a27719eab14541689a68ed1

Aliases

arxiv: 2305.16379 · arxiv_version: 2305.16379v2 · doi: 10.48550/arxiv.2305.16379 · pith_short_12: BDNSQOPDZWGP · pith_short_16: BDNSQOPDZWGPUMA5 · pith_short_8: BDNSQOPD

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/BDNSQOPDZWGPUMA5AJV5UD4CXV \
  | 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: 08db2839e3cd8cfa301d026bda0f82bd7983da370a27719eab14541689a68ed1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f91a2f56ffc1d9575e795d000eff10a8b4ea70593564106b4079b376fca1887c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-25T15:46:20Z",
    "title_canon_sha256": "16fa557645695e2ad6a4de15fb23177feed99a39244589af6e7e8a951d2f3cf9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.16379",
    "kind": "arxiv",
    "version": 2
  }
}