Pith Number

pith:7UQ4FJNT

pith:2023:7UQ4FJNTRNQEBNDCFRTGNMYMFM

not attested not anchored not stored refs pending

FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis

Ondrej Bohdal, Raman Dutt, Sotirios A. Tsaftaris, Timothy Hospedales

arxiv:2310.05055 v3 · 2023-10-08 · 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{7UQ4FJNTRNQEBNDCFRTGNMYMFM}

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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

1 paper in Pith

Fair Distillation: Teaching Fairness from Biased Teachers in Medical Imaging

Receipt and verification

First computed	2026-07-05T07:34:35.733233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd21c2a5b38b6040b4622c6666b30c2b0babc2c5e24e2428f51be118029f84c5

Aliases

arxiv: 2310.05055 · arxiv_version: 2310.05055v3 · doi: 10.48550/arxiv.2310.05055 · pith_short_12: 7UQ4FJNTRNQE · pith_short_16: 7UQ4FJNTRNQEBNDC · pith_short_8: 7UQ4FJNT

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/7UQ4FJNTRNQEBNDCFRTGNMYMFM \
  | 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: fd21c2a5b38b6040b4622c6666b30c2b0babc2c5e24e2428f51be118029f84c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a84d5031edf620876603903bf51aff7a3400c4d04039760e12bd7e88dc9398e9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-08T07:41:15Z",
    "title_canon_sha256": "a7bf2f40a64408b1c1834403bbe9c59d8ecf19f632b8f12730d6bf487576b7d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05055",
    "kind": "arxiv",
    "version": 3
  }
}