Pith Number

pith:TF3XWPRM

pith:2025:TF3XWPRMQQSN3OVODCJ4JZSZOT

not attested not anchored not stored refs pending

Divisive Decisions: Improving Salience-Based Training for Generalization in Binary Classification Tasks

Adam Czajka, Chris Sweet, Jacob Piland

arxiv:2507.17000 v1 · 2025-07-22 · cs.CV · 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{TF3XWPRMQQSN3OVODCJ4JZSZOT}

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	2026-07-05T11:41:59.951540Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99777b3e2c8424ddbaae1893c4e65974ce3502aa7a9d753982860c0a5c78f10c

Aliases

arxiv: 2507.17000 · arxiv_version: 2507.17000v1 · doi: 10.48550/arxiv.2507.17000 · pith_short_12: TF3XWPRMQQSN · pith_short_16: TF3XWPRMQQSN3OVO · pith_short_8: TF3XWPRM

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/TF3XWPRMQQSN3OVODCJ4JZSZOT \
  | 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: 99777b3e2c8424ddbaae1893c4e65974ce3502aa7a9d753982860c0a5c78f10c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea5a5f4e24b693060b2140cec158ea8d01926ad9a6ff34494bd01e204abd86d7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-22T20:17:08Z",
    "title_canon_sha256": "c05d68ee8b0991eb4859516db6192cc048cf09932c2c1259a98857f382abc9d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17000",
    "kind": "arxiv",
    "version": 1
  }
}