Pith Number

pith:ONJH7JND

pith:2026:ONJH7JNDK3FSMTA2K5HMVPCET6

not attested not anchored not stored refs pending

Where Not to Learn: Prior-Aligned Training with Subset-based Attribution Constraints for Reliable Decision-Making

Hua Zhang, Kangwei Liu, Qunli Zhang, Ruoyu Chen, Sanyi Zhang, Shangquan Sun, Shiming Liu, Xiaochun Cao, Xiaoqing Guo, Zhangcheng Wang

arxiv:2602.07008 v2 · 2026-01-30 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ONJH7JNDK3FSMTA2K5HMVPCET6}

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.

Cited by

1 paper in Pith

VLAA-GUI: Knowing When to Stop, Recover, and Search, A Modular Framework for GUI Automation

Receipt and verification

First computed	2026-05-20T01:06:08.234862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

73527fa5a356cb264c1a574ecabc449fa25d1e7c8885d1df9962d1265945c179

Aliases

arxiv: 2602.07008 · arxiv_version: 2602.07008v2 · doi: 10.48550/arxiv.2602.07008 · pith_short_12: ONJH7JNDK3FS · pith_short_16: ONJH7JNDK3FSMTA2 · pith_short_8: ONJH7JND

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/ONJH7JNDK3FSMTA2K5HMVPCET6 \
  | 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: 73527fa5a356cb264c1a574ecabc449fa25d1e7c8885d1df9962d1265945c179

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19675e9decdfbe47f3e009e9bd37f48ffeea97500784f7b6e0904e272f70d4ba",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-01-30T10:29:27Z",
    "title_canon_sha256": "2a3a6c47b1c5f21be1378f953db0ef0fcb1173cede2bc95a83246fa8e788ff0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.07008",
    "kind": "arxiv",
    "version": 2
  }
}