Pith Number

pith:SK2RJZGV

pith:2026:SK2RJZGVJJOO2FS5TEBCKP4JGF

not attested not anchored not stored refs pending

Train at Moving Edge: Online-Verified Prompt Selection for Efficient RL Training of Large Reasoning Model

Bailong Lin, Chen Jason Zhang, Jiahao Wu, Ke Tang, Kun Wang, Li Qing, Ning Lu, Shengcai Liu, Yanting Yang

arxiv:2603.25184 v2 · 2026-03-26 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{SK2RJZGVJJOO2FS5TEBCKP4JGF}

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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

AHD Agent: Agentic Reinforcement Learning for Automatic Heuristic Design

Receipt and verification

First computed	2026-06-09T01:05:16.525251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92b514e4d54a5ced165d9902253f89314679cc1bff91d10eb9c2370efecc2ac2

Aliases

arxiv: 2603.25184 · arxiv_version: 2603.25184v2 · doi: 10.48550/arxiv.2603.25184 · pith_short_12: SK2RJZGVJJOO · pith_short_16: SK2RJZGVJJOO2FS5 · pith_short_8: SK2RJZGV

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/SK2RJZGVJJOO2FS5TEBCKP4JGF \
  | 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: 92b514e4d54a5ced165d9902253f89314679cc1bff91d10eb9c2370efecc2ac2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e47ce6d9aad31d393ed0bb71f3c5422e5ed79465865358ec4782ac09bfeb6e57",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-26T08:52:35Z",
    "title_canon_sha256": "7d58a8e04616bab81f1eaaa340378803edfa163d6099dec9167fd307361d0417"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.25184",
    "kind": "arxiv",
    "version": 2
  }
}