Pith Number

pith:DKJZHRGJ

pith:2022:DKJZHRGJQFLIN4IUIJEX7D2OYP

not attested not anchored not stored refs pending

A Survey of Learning Curves with Bad Behavior: or How More Data Need Not Lead to Better Performance

Marco Loog, Tom Viering

arxiv:2211.14061 v1 · 2022-11-25 · cs.LG · stat.ME · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DKJZHRGJQFLIN4IUIJEX7D2OYP}

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	2026-07-05T05:19:29.209453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a9393c4c9815686f11442497f8f4ec3f0361d3536943a9e9e58bf7ce31d974c

Aliases

arxiv: 2211.14061 · arxiv_version: 2211.14061v1 · doi: 10.48550/arxiv.2211.14061 · pith_short_12: DKJZHRGJQFLI · pith_short_16: DKJZHRGJQFLIN4IU · pith_short_8: DKJZHRGJ

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/DKJZHRGJQFLIN4IUIJEX7D2OYP \
  | 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: 1a9393c4c9815686f11442497f8f4ec3f0361d3536943a9e9e58bf7ce31d974c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34c404c18e45aeb5021f256071c9f6f64b796a574aa78f1f79a583de305c250a",
    "cross_cats_sorted": [
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-25T12:36:52Z",
    "title_canon_sha256": "0255355fa7d5b5e2b10d1670c6959f74676d6c80f9c9e4caa9099275c87cfe4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.14061",
    "kind": "arxiv",
    "version": 1
  }
}