Pith Number

pith:R6QA7JFG

pith:2023:R6QA7JFGTGQBHNX42NECEVTLW4

not attested not anchored not stored refs pending

Teaching AI to Teach: Leveraging Limited Human Salience Data Into Unlimited Saliency-Based Training

Adam Czajka, Aidan Boyd, Colton R. Crum, Kevin Bowyer

arxiv:2306.05527 v2 · 2023-06-08 · 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{R6QA7JFGTGQBHNX42NECEVTLW4}

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

2 papers in Pith

What's Old is New Again: Classical Dimensionality Reduction for Efficient Saliency-Guided Biometric Attack Detection

VISER: Visually-Informed System for Enhanced Robustness in Open-Set Iris Presentation Attack Detection

Receipt and verification

First computed	2026-07-05T07:11:05.514453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fa00fa4a699a013b6fcd34822566bb727ae91edf6e9b80509ab35b24a7a3d91

Aliases

arxiv: 2306.05527 · arxiv_version: 2306.05527v2 · doi: 10.48550/arxiv.2306.05527 · pith_short_12: R6QA7JFGTGQB · pith_short_16: R6QA7JFGTGQBHNX4 · pith_short_8: R6QA7JFG

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/R6QA7JFGTGQBHNX42NECEVTLW4 \
  | 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: 8fa00fa4a699a013b6fcd34822566bb727ae91edf6e9b80509ab35b24a7a3d91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b893dc1fb975484fd626a220f528488c0b6de15add30d07bed1f7b3b068fdef2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-06-08T19:55:44Z",
    "title_canon_sha256": "2aaf0cabcceae33c3631bfcda75be9cde260438ac06393ff999aced87ca89a5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05527",
    "kind": "arxiv",
    "version": 2
  }
}