Pith Number

pith:6EVA74DG

pith:2024:6EVA74DGCGA2X4F6HBQXZSS6R5

not attested not anchored not stored refs pending

Navigating Data Corruption in Machine Learning: Balancing Quality, Quantity, and Imputation Strategies

Qi Liu, Wanjing Ma

arxiv:2412.18296 v2 · 2024-12-24 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6EVA74DGCGA2X4F6HBQXZSS6R5}

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

Theory Foundation of Physics-Enhanced Residual Learning

Receipt and verification

First computed	2026-07-05T11:06:26.379941Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f12a0ff0661181abf0be38617cca5e8f51fcded29aeae2c68fb4034011eb9538

Aliases

arxiv: 2412.18296 · arxiv_version: 2412.18296v2 · doi: 10.48550/arxiv.2412.18296 · pith_short_12: 6EVA74DGCGA2 · pith_short_16: 6EVA74DGCGA2X4F6 · pith_short_8: 6EVA74DG

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/6EVA74DGCGA2X4F6HBQXZSS6R5 \
  | 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: f12a0ff0661181abf0be38617cca5e8f51fcded29aeae2c68fb4034011eb9538

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a571b49c5b159ffd60224d52078bf23ef6d381459a4c7f812f89896e52ceddc4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T09:04:06Z",
    "title_canon_sha256": "5abd21e975ec4ad064765e125785ad6b568e7a85a83f587b0296925a744a15ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18296",
    "kind": "arxiv",
    "version": 2
  }
}