Pith. sign in
Pith Number

pith:WT5LQQBX

pith:2024:WT5LQQBXF5JW3QLZ4XGXTQWYAP
not attested not anchored not stored refs pending

Fine-Tuning Surrogate Gradient Learning for Optimal Hardware Performance in Spiking Neural Networks

Ilkin Aliyev, Tosiron Adegbija

arxiv:2402.06211 v1 · 2024-02-09 · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WT5LQQBXF5JW3QLZ4XGXTQWYAP}

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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 2026-07-05T07:43:20.518103Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b4fab840372f536dc179e5cd79c2d803c9a838e5d9194ee43243c928f64d68bd

Aliases

arxiv: 2402.06211 · arxiv_version: 2402.06211v1 · doi: 10.48550/arxiv.2402.06211 · pith_short_12: WT5LQQBXF5JW · pith_short_16: WT5LQQBXF5JW3QLZ · pith_short_8: WT5LQQBX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WT5LQQBXF5JW3QLZ4XGXTQWYAP \
  | 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: b4fab840372f536dc179e5cd79c2d803c9a838e5d9194ee43243c928f64d68bd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7f9b420336cd5fa8c34ed771ccb77fc9a2c93c121814659567622d6239fb6f68",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-02-09T06:38:12Z",
    "title_canon_sha256": "aa1360dbb3614a24aeebac644c8e2949eb5e50402d12a83ba6904b68f66b87e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06211",
    "kind": "arxiv",
    "version": 1
  }
}