Pith Number

pith:6MTMXO4Y

pith:2025:6MTMXO4YWNDK5NBWHP3ADWOZMM

not attested not anchored not stored refs pending

NeuroTrails: Training with Dynamic Sparse Heads as the Key to Effective Ensembling

Boqian Wu, Bram Grooten, Chenxiang Zhang, Decebal Constantin Mocanu, Elena Mocanu, Farid Hasanov, Ghada Sokar, Lu Yin, Mykola Pechenizkiy, Qiao Xiao, Shiwei Liu, Zahra Atashgahi

arxiv:2505.17909 v1 · 2025-05-23 · 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{6MTMXO4YWNDK5NBWHP3ADWOZMM}

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	2026-07-05T11:08:33.666962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f326cbbb98b346aeb4363bf601d9d9631e61a013590b9a1be1db1d8f5d1beb62

Aliases

arxiv: 2505.17909 · arxiv_version: 2505.17909v1 · doi: 10.48550/arxiv.2505.17909 · pith_short_12: 6MTMXO4YWNDK · pith_short_16: 6MTMXO4YWNDK5NBW · pith_short_8: 6MTMXO4Y

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/6MTMXO4YWNDK5NBWHP3ADWOZMM \
  | 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: f326cbbb98b346aeb4363bf601d9d9631e61a013590b9a1be1db1d8f5d1beb62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76d076eb490d4521857cf72385dbded1e622d1ac258959b3f427fc0b0165fe4b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-23T13:53:21Z",
    "title_canon_sha256": "f42a4726ccd35d5a41236fab1f7e364bfd92e6a6482b785cacdf2a92133627fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17909",
    "kind": "arxiv",
    "version": 1
  }
}