Pith Number

pith:I43F4EOQ

pith:2024:I43F4EOQA25IYADRHUXDCIJD4W

not attested not anchored not stored refs pending

Efficient Ensembles Improve Training Data Attribution

Jiaqi Ma, Junwei Deng, Shichang Zhang, Ting-Wei Li

arxiv:2405.17293 v1 · 2024-05-27 · 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{I43F4EOQA25IYADRHUXDCIJD4W}

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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

Capturing the Temporal Dependence of Training Data Influence

Receipt and verification

First computed	2026-07-05T08:23:42.458429Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47365e11d006ba8c00713d2e312123e5a469278de023962bf25a62515c4296b9

Aliases

arxiv: 2405.17293 · arxiv_version: 2405.17293v1 · doi: 10.48550/arxiv.2405.17293 · pith_short_12: I43F4EOQA25I · pith_short_16: I43F4EOQA25IYADR · pith_short_8: I43F4EOQ

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/I43F4EOQA25IYADRHUXDCIJD4W \
  | 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: 47365e11d006ba8c00713d2e312123e5a469278de023962bf25a62515c4296b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8ece56a1f0c48e7023895c6d42a725ff2ab7ee8596204381f788f4b5d45ed36",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-27T15:58:34Z",
    "title_canon_sha256": "8d60fc3f9e2afe10e340e173d537dce7d952045953f6eac0f4655c7fec204dcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17293",
    "kind": "arxiv",
    "version": 1
  }
}