Pith Number

pith:FWRUNN7R

pith:2025:FWRUNN7RLPGWQRI7S7G4VFHPMM

not attested not anchored not stored refs pending

Rethinking Spiking Neural Networks from an Ensemble Learning Perspective

Hanpu Deng, Lin Zuo, Mengmeng Jing, Pei He, Yongqi Ding

arxiv:2502.14218 v1 · 2025-02-20 · 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{FWRUNN7RLPGWQRI7S7G4VFHPMM}

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

Boosting the Robustness-Accuracy Trade-off of SNNs by Robust Temporal Self-Ensemble

Receipt and verification

First computed	2026-07-05T10:17:23.004110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2da346b7f15bcd68451f97cdca94ef63215fa3e439c632c385b93e64ce3b6b18

Aliases

arxiv: 2502.14218 · arxiv_version: 2502.14218v1 · doi: 10.48550/arxiv.2502.14218 · pith_short_12: FWRUNN7RLPGW · pith_short_16: FWRUNN7RLPGWQRI7 · pith_short_8: FWRUNN7R

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/FWRUNN7RLPGWQRI7S7G4VFHPMM \
  | 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: 2da346b7f15bcd68451f97cdca94ef63215fa3e439c632c385b93e64ce3b6b18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da44f43433a5ca7afbe32c84fa5787e959d707339a6cb6266fa050ae319162cd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-20T03:15:52Z",
    "title_canon_sha256": "1e171c6320ab2f620ecc2cb2b5ae77cc21566c78c2a7348ad10360fcb67d75c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14218",
    "kind": "arxiv",
    "version": 1
  }
}