Pith Number

pith:4G3Z52BN

pith:2024:4G3Z52BNJNQPTURSPT2E4ILQ4T

not attested not anchored not stored refs pending

Cost-effective Instruction Learning for Pathology Vision and Language Analysis

Fang Yan, Kaitao Chen, Lei Ma, Lifeng Zhu, Lilong Wang, Mianxin Liu, Mu Zhou, Shaoting Zhang, Xiaoming Shi, Xiaosong Wang, Zhe Wang

arxiv:2407.17734 v2 · 2024-07-25 · cs.AI · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4G3Z52BNJNQPTURSPT2E4ILQ4T}

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

Uncertainty-Driven Expert Control: Enhancing the Reliability of Medical Vision-Language Models

Receipt and verification

First computed	2026-07-05T11:24:05.337469Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1b79ee82d4b60f9d2327cf44e2170e4ecf040c037f9d494b42e5ec83c1c3489

Aliases

arxiv: 2407.17734 · arxiv_version: 2407.17734v2 · doi: 10.48550/arxiv.2407.17734 · pith_short_12: 4G3Z52BNJNQP · pith_short_16: 4G3Z52BNJNQPTURS · pith_short_8: 4G3Z52BN

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/4G3Z52BNJNQPTURSPT2E4ILQ4T \
  | 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: e1b79ee82d4b60f9d2327cf44e2170e4ecf040c037f9d494b42e5ec83c1c3489

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac61eba16ec6f32d63a3b716dd77cefa60c11d8b1683c6434cca7c71216f6f28",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-25T03:12:57Z",
    "title_canon_sha256": "168fb8e201e86954cfed5f6a37ceb2504187330b04a445e819c291a53bbcd221"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17734",
    "kind": "arxiv",
    "version": 2
  }
}