Pith Number

pith:OCOY53PC

pith:2025:OCOY53PCM4BJUS3GBIKST4JJ6L

not attested not anchored not stored refs pending

A Systematic Survey on Debugging Techniques for Machine Learning Systems

Bach Le, Haoye Tian, Patanamon Thongtanunam, Shane McIntosh, Thanh-Dat Nguyen

arxiv:2503.03158 v1 · 2025-03-05 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OCOY53PCM4BJUS3GBIKST4JJ6L}

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

CCL-D: A High-Precision Diagnostic System for Slow and Hang Anomalies in Large-Scale Model Training

Receipt and verification

First computed	2026-07-05T10:24:40.254016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

709d8eede267029a4b660a1529f129f2f11c3109728f55a315e17fc4842fa6b0

Aliases

arxiv: 2503.03158 · arxiv_version: 2503.03158v1 · doi: 10.48550/arxiv.2503.03158 · pith_short_12: OCOY53PCM4BJ · pith_short_16: OCOY53PCM4BJUS3G · pith_short_8: OCOY53PC

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/OCOY53PCM4BJUS3GBIKST4JJ6L \
  | 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: 709d8eede267029a4b660a1529f129f2f11c3109728f55a315e17fc4842fa6b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf21cca4f00459f390814fa061f098b15def3e4d97e5880f5dab5401c1e31b50",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-05T03:57:20Z",
    "title_canon_sha256": "21b97d98de150f02722fc94ba7fb3d84912f0f39c129cf2ee2c2b167f081b76d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.03158",
    "kind": "arxiv",
    "version": 1
  }
}