Pith Number

pith:I6C7FOB2

pith:2025:I6C7FOB22L5PVXVGHMGIVPZEAO

not attested not anchored not stored refs pending

The Empirical Impact of Reducing Symmetries on the Performance of Deep Ensembles and MoE

Andrei Chernov, Oleg Novitskij

arxiv:2502.17391 v2 · 2025-02-24 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I6C7FOB22L5PVXVGHMGIVPZEAO}

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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

Ensemble-Based Deepfake Detection using State-of-the-Art Models with Robust Cross-Dataset Generalisation

Receipt and verification

First computed	2026-07-05T10:32:39.486278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4785f2b83ad2fafadea63b0c8abf2403b69346892557e36b0c6ff2293b350743

Aliases

arxiv: 2502.17391 · arxiv_version: 2502.17391v2 · doi: 10.48550/arxiv.2502.17391 · pith_short_12: I6C7FOB22L5P · pith_short_16: I6C7FOB22L5PVXVG · pith_short_8: I6C7FOB2

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/I6C7FOB22L5PVXVGHMGIVPZEAO \
  | 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: 4785f2b83ad2fafadea63b0c8abf2403b69346892557e36b0c6ff2293b350743

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9514b7c7eaac2b8b1a8fa81c56e5119fef91d1fa99b5e43c97653d263f249c23",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-24T18:16:23Z",
    "title_canon_sha256": "790b1f43e9afbebbdd040f215da9fdcef71baaafa761855b9952a5d339c98073"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17391",
    "kind": "arxiv",
    "version": 2
  }
}