Pith Number

pith:QMDHL7FT

pith:2026:QMDHL7FTOSPIFQFNQ7ONJPIDTM

not attested not anchored not stored refs pending

Training Prompt Matters: State-Adaptive Optimization for Robust Fine-Tuning

Jinhao Dong, Pengfei Hu, Shuqing Bian, Wei Lu, Wenhang Shi, Xiaoyong Du, Yiren Chen, Zhe Zhao

arxiv:2606.01967 v1 · 2026-06-01 · 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{QMDHL7FTOSPIFQFNQ7ONJPIDTM}

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	2026-06-02T02:05:02.243743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

830675fcb3749e82c0ad87dcd4bd039b2be7213412efd3de3fa99779559e27a7

Aliases

arxiv: 2606.01967 · arxiv_version: 2606.01967v1 · doi: 10.48550/arxiv.2606.01967 · pith_short_12: QMDHL7FTOSPI · pith_short_16: QMDHL7FTOSPIFQFN · pith_short_8: QMDHL7FT

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/QMDHL7FTOSPIFQFNQ7ONJPIDTM \
  | 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: 830675fcb3749e82c0ad87dcd4bd039b2be7213412efd3de3fa99779559e27a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e81efd3af8400ba4cffafe4848bf509a78297d11c9c2d4c89a8ea7de618bc644",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-01T09:31:28Z",
    "title_canon_sha256": "b56a43d2c01fcf56379587d4588a9ca8038a37a6db3204b1dedd1cba89ad23f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.01967",
    "kind": "arxiv",
    "version": 1
  }
}