Pith Number

pith:CKTYKVIQ

pith:2026:CKTYKVIQAQNR33DA43DJSJYRMJ

not attested not anchored not stored refs pending

LLMZero: Discovering Adaptive Training Strategies for RL Post-Training via LLM Agents

Alex Zhang, Bernie Wang, Boran Han, Cuixiong Hu, George Karypis, Haoyang Fang, Huzefa Rangwala, Jiading Gai, Peng Tang, Shuai Zhang, Shuo Yang, Wei Zhu, Xuan Zhu, Zhenyu Pan

arxiv:2606.18388 v1 · 2026-06-16 · cs.LG · cs.AI · cs.CL · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CKTYKVIQAQNR33DA43DJSJYRMJ}

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	2026-06-19T16:11:00.008474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12a7855510041b1dec60e6c6992711624ccb42025694acfabf4f7baa5244460b

Aliases

arxiv: 2606.18388 · arxiv_version: 2606.18388v1 · doi: 10.48550/arxiv.2606.18388 · pith_short_12: CKTYKVIQAQNR · pith_short_16: CKTYKVIQAQNR33DA · pith_short_8: CKTYKVIQ

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/CKTYKVIQAQNR33DA43DJSJYRMJ \
  | 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: 12a7855510041b1dec60e6c6992711624ccb42025694acfabf4f7baa5244460b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "757cc79fecb68c85e7741317565d51aeb3605269e9334d2d743512afd4d5b685",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-16T18:33:08Z",
    "title_canon_sha256": "fa6e2d1cd1b2c8ad33c5f9a589b46744424b850a95ea7b9f4739bdbbc204bffb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.18388",
    "kind": "arxiv",
    "version": 1
  }
}