Pith Number

pith:WCDWI2UV

pith:2026:WCDWI2UVQPNRW6PFZPFJWPLQEH

not attested not anchored not stored refs pending

Learning at the Right Pace: Adaptive Data Scheduling Improves LLM Reinforcement Learning

Alexander S. Szalay, Guanchu Wang, Hoang Anh Duy Le, Oren Gal, Ruixuan Zhang, Vladimir Braverman, Xiuyi Lou, Yu-Neng Chuang, Zhaozhuo Xu, Zicheng Xu

arxiv:2606.22305 v1 · 2026-06-21 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WCDWI2UVQPNRW6PFZPFJWPLQEH}

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	2026-06-23T02:13:34.478986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b087646a9583db1b79e5cbca9b3d7021c8a1187a30a343d5dc48882a0be04f25

Aliases

arxiv: 2606.22305 · arxiv_version: 2606.22305v1 · doi: 10.48550/arxiv.2606.22305 · pith_short_12: WCDWI2UVQPNR · pith_short_16: WCDWI2UVQPNRW6PF · pith_short_8: WCDWI2UV

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/WCDWI2UVQPNRW6PFZPFJWPLQEH \
  | 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: b087646a9583db1b79e5cbca9b3d7021c8a1187a30a343d5dc48882a0be04f25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2688db6d19573c18f23e12ce7b4bf509f308ae80811efd25b3a4a65b9b809fa4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-21T02:19:17Z",
    "title_canon_sha256": "117d3c89c90c9629c7a6ba921d82770b6e3cd93c09d39c41e7bc2b265a6dda23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.22305",
    "kind": "arxiv",
    "version": 1
  }
}