Pith Number

pith:JYY5WVNF

pith:2026:JYY5WVNFWVEADDJVC74NKDKUJR

not attested not anchored not stored refs pending

Failure-Informed Image Self-Augmentation for Multimodal Large Language Model Self-Improvement

Chi-Min Chan, Chunyang Jiang, Mengyang Wu, Pingping Zhang, Senkang Hu, Sitong Cheng, Wei Xue, Wenao Ma, Yike Guo, Yiyang Cai, Yuzhi Zhao, Zhijian Hou

arxiv:2608.03733 v1 · 2026-08-04 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JYY5WVNFWVEADDJVC74NKDKUJR}

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	2026-08-05T01:36:58.877345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e31db55a5b548018d3517f8d50d544c769694ff6dcc58571cf27cb54696dc96

Aliases

arxiv: 2608.03733 · arxiv_version: 2608.03733v1 · doi: 10.48550/arxiv.2608.03733 · pith_short_12: JYY5WVNFWVEA · pith_short_16: JYY5WVNFWVEADDJV · pith_short_8: JYY5WVNF

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/JYY5WVNFWVEADDJVC74NKDKUJR \
  | 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: 4e31db55a5b548018d3517f8d50d544c769694ff6dcc58571cf27cb54696dc96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08861f5c1351741fd870639cf53cd2274df4e5f006c2602c02b4954a893f8012",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-04T14:28:42Z",
    "title_canon_sha256": "a866981be529d3e6012d3d439cc7580fecc49e1fb553ebbb8a3669e2e463d0d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.03733",
    "kind": "arxiv",
    "version": 1
  }
}