Pith Number

pith:3R4TBELY

pith:2025:3R4TBELYTGGKXJMT72776X3DJZ

not attested not anchored not stored refs pending

Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming

Bailiang Jian, Benedikt Wiestler, Che Liu, Chen (Cherise) Chen, Cheng Ouyang, Chenyu You, Christian Wachinger, Daniel Rueckert, Fenglin Liu, Friederike Jungmann, Georgios Kaissis, Hongwei Bran Li, Jiayuan Zhu, Jiazhen Pan, Julian Canisius, Junde Wu, Moritz Knolle, Niklas Bubeck, Paul Hager, Yundi Zhang, Yuyuan Liu, Zhenyu Gong

arxiv:2508.00923 v3 · 2025-07-30 · 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{3R4TBELYTGGKXJMT72776X3DJZ}

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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

4 papers in Pith

DDX-TRACE: A Benchmark for Medical Diagnostic Trajectories in VLMs

Trojan Hippo: Weaponizing Agent Memory for Data Exfiltration

Evo-MedAgent: Beyond One-Shot Diagnosis with Agents That Remember, Reflect, and Improve

CareGuardAI: Context-Aware Multi-Agent Guardrails for Clinical Safety & Hallucination Mitigation in Patient-Facing LLMs

Receipt and verification

First computed	2026-07-17T00:20:40.228927Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc79309178998caba593febfff5f634e755e6104331def95092a801c9f4c9379

Aliases

arxiv: 2508.00923 · arxiv_version: 2508.00923v3 · doi: 10.48550/arxiv.2508.00923 · pith_short_12: 3R4TBELYTGGK · pith_short_16: 3R4TBELYTGGKXJMT · pith_short_8: 3R4TBELY

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/3R4TBELYTGGKXJMT72776X3DJZ \
  | 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: dc79309178998caba593febfff5f634e755e6104331def95092a801c9f4c9379

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48cc7e57080517917d74efd215d2cec37c2e80cf5e2627d88847cd6c2d787bd1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-30T08:44:22Z",
    "title_canon_sha256": "45236fee45bdeacec8dcfcea17de39d09aa8fc270d0ecece90c4e2392743e20a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.00923",
    "kind": "arxiv",
    "version": 3
  }
}