Pith Number

pith:44VSRTPB

pith:2025:44VSRTPBEMMDHSRDUA4VUPPD3B

not attested not anchored not stored refs pending

RL-Selector: Reinforcement Learning-Guided Data Selection via Redundancy Assessment

Furao Shen, Jian Zhao, Peijia Li, Suorong Yang

arxiv:2506.21037 v1 · 2025-06-26 · cs.LG · 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{44VSRTPBEMMDHSRDUA4VUPPD3B}

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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

Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training

Receipt and verification

First computed	2026-07-05T11:27:38.511746Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e72b28cde1231833ca23a0395a3de3d86cc5b6d29eb8f4dc8be6a25564807138

Aliases

arxiv: 2506.21037 · arxiv_version: 2506.21037v1 · doi: 10.48550/arxiv.2506.21037 · pith_short_12: 44VSRTPBEMMD · pith_short_16: 44VSRTPBEMMDHSRD · pith_short_8: 44VSRTPB

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/44VSRTPBEMMDHSRDUA4VUPPD3B \
  | 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: e72b28cde1231833ca23a0395a3de3d86cc5b6d29eb8f4dc8be6a25564807138

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f65dca54e316124a2efa79fc6a4b43ab8ba9a17524a79a7fc452d43af129b518",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-26T06:28:56Z",
    "title_canon_sha256": "dfd4220718b180966b45d2613cfc1e9f0d2e48fda098361e06d638069f524759"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.21037",
    "kind": "arxiv",
    "version": 1
  }
}