Pith Number

pith:KZRLMF53

pith:2024:KZRLMF53HQ6U43L67UQUDLAZB5

not attested not anchored not stored refs pending

Improving Robustness of Spectrogram Classifiers with Neural Stochastic Differential Equations

Anibely Torres, Joel Brogan, Mark Adams, Olivera Kotevska, Sumit Jha

arxiv:2409.01532 v1 · 2024-09-03 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KZRLMF53HQ6U43L67UQUDLAZB5}

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	2026-07-05T09:02:30.361451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5662b617bb3c3d4e6d7efd2141ac190f44df920b59c270b3e14669eeb36c1363

Aliases

arxiv: 2409.01532 · arxiv_version: 2409.01532v1 · doi: 10.48550/arxiv.2409.01532 · pith_short_12: KZRLMF53HQ6U · pith_short_16: KZRLMF53HQ6U43L6 · pith_short_8: KZRLMF53

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/KZRLMF53HQ6U43L67UQUDLAZB5 \
  | 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: 5662b617bb3c3d4e6d7efd2141ac190f44df920b59c270b3e14669eeb36c1363

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9aff396a706509a860c3ea790b8ca56e8bde71cd160a0e2831a2ba8e3d365552",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-03T02:03:50Z",
    "title_canon_sha256": "c5aff60537d1df9729c9a1745593619711cb2a320f06f16a47b9ed866dff8a70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.01532",
    "kind": "arxiv",
    "version": 1
  }
}