Pith Number

pith:YSYPQU5B

pith:2024:YSYPQU5BPPJAGZX6U4GC6BTKEY

not attested not anchored not stored refs pending

Improving Model's Interpretability and Reliability using Biomarkers

Amita Krishnan, Beam Chansangavej, Bennett P deBoisblanc, Deva Kannan Ramanan, Gautam Rajendrakumar Gare, John Michael Galeotti, Ricardo Luis Rodriguez, Tom Fox

arxiv:2402.12394 v2 · 2024-02-16 · cs.HC · cs.AI · cs.LG · eess.IV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YSYPQU5BPPJAGZX6U4GC6BTKEY}

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	2026-07-05T10:07:23.694961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4b0f853a17bd20366fea70c2f066a26066e1d56424ca6c1ff03d7e1588b5210

Aliases

arxiv: 2402.12394 · arxiv_version: 2402.12394v2 · doi: 10.48550/arxiv.2402.12394 · pith_short_12: YSYPQU5BPPJA · pith_short_16: YSYPQU5BPPJAGZX6 · pith_short_8: YSYPQU5B

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/YSYPQU5BPPJAGZX6U4GC6BTKEY \
  | 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: c4b0f853a17bd20366fea70c2f066a26066e1d56424ca6c1ff03d7e1588b5210

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c912c1606e0618ca69e82454c5fa37a21be3a309e3c13d49682e158255db0733",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2024-02-16T20:19:28Z",
    "title_canon_sha256": "3eb91ef69e0050c04790d26d3c6aceb6251bc9549ca76d7daf1f902aa8ae4b54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12394",
    "kind": "arxiv",
    "version": 2
  }
}