Pith Number

pith:KBZKJI6L

pith:2023:KBZKJI6LLY6VDST7WIC2OGW5BT

not attested not anchored not stored refs pending

Less is More: Data Pruning for Faster Adversarial Training

Bhavya Kailkhura, Pu Zhao, Ryan Goldhahn, Xue Lin, Yize Li

arxiv:2302.12366 v2 · 2023-02-23 · cs.LG · 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{KBZKJI6LLY6VDST7WIC2OGW5BT}

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

1 paper in Pith

Effective Data Pruning through Score Extrapolation

Receipt and verification

First computed	2026-07-05T05:46:39.401244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5072a4a3cb5e3d51ca7fb205a71add0cfd88498a92f99b7a057eeea48e14b745

Aliases

arxiv: 2302.12366 · arxiv_version: 2302.12366v2 · doi: 10.48550/arxiv.2302.12366 · pith_short_12: KBZKJI6LLY6V · pith_short_16: KBZKJI6LLY6VDST7 · pith_short_8: KBZKJI6L

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/KBZKJI6LLY6VDST7WIC2OGW5BT \
  | 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: 5072a4a3cb5e3d51ca7fb205a71add0cfd88498a92f99b7a057eeea48e14b745

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4529101508cc88104a89b301b752a01ab104f007d7aa6823624ca98a34a59653",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-23T23:48:20Z",
    "title_canon_sha256": "8fbd313de2ebb12f572722e0b2e60638c31211574dd602f9f72ca48430de6cd9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.12366",
    "kind": "arxiv",
    "version": 2
  }
}