Pith Number

pith:ZAZ2JELS

pith:2024:ZAZ2JELSYBQINLREZBSPFP5RJW

not attested not anchored not stored refs pending

Network Fission Ensembles for Low-Cost Self-Ensembles

Hojung Lee, Jong-Seok Lee

arxiv:2408.02301 v2 · 2024-08-05 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZAZ2JELSYBQINLREZBSPFP5RJW}

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.

Cited by

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T10:06:42.743779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c833a49172c06086ae24c864f2bfb14d99af2b857c6f82a6fb8577ec3fae0da5

Aliases

arxiv: 2408.02301 · arxiv_version: 2408.02301v2 · doi: 10.48550/arxiv.2408.02301 · pith_short_12: ZAZ2JELSYBQI · pith_short_16: ZAZ2JELSYBQINLRE · pith_short_8: ZAZ2JELS

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/ZAZ2JELSYBQINLREZBSPFP5RJW \
  | 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: c833a49172c06086ae24c864f2bfb14d99af2b857c6f82a6fb8577ec3fae0da5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d437d1d4f3077daa08870d0d36820911cb9bbe79a5daa58ad614ba72c2953d4e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-05T08:23:59Z",
    "title_canon_sha256": "6d7617b4ff41fc7d0190bfb77f20089080e3e8704ff9a523e13f26e76e4c2a91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.02301",
    "kind": "arxiv",
    "version": 2
  }
}