pith. sign in
Pith Number

pith:YVBKMWIR

pith:2026:YVBKMWIRV2RXXKRK3L54FHGEZU
not attested not anchored not stored refs pending

On the Impact of Class Imbalance on the Learning Dynamics of Deep Neural Networks:An Intuitive Insight

Hatem S. Y. Nabus, Ismail B. Mustapha, Shafaatunnur Hasan, Sunday O. Olatunji

arxiv:2605.24908 v1 · 2026-05-24 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YVBKMWIRV2RXXKRK3L54FHGEZU}

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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.
Receipt and verification
First computed 2026-05-26T01:04:05.158986Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c542a65911aea37baa2adafbc29cc4cd22e04f8f7dab2f47ec63aa33ec561ab2

Aliases

arxiv: 2605.24908 · arxiv_version: 2605.24908v1 · doi: 10.48550/arxiv.2605.24908 · pith_short_12: YVBKMWIRV2RX · pith_short_16: YVBKMWIRV2RXXKRK · pith_short_8: YVBKMWIR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YVBKMWIRV2RXXKRK3L54FHGEZU \
  | 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: c542a65911aea37baa2adafbc29cc4cd22e04f8f7dab2f47ec63aa33ec561ab2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "73aaacd5ad0fc1d462fab8b77d42acb042200af4f3d7c7e027f1ef38e11672db",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-24T07:18:52Z",
    "title_canon_sha256": "5915b4451690ef1f61870849a6156578caecc234fae7a03832011e3cf4acacba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.24908",
    "kind": "arxiv",
    "version": 1
  }
}