Pith Number

pith:NLCZWLFC

pith:2023:NLCZWLFCFPVQAPHW5U57VIS2PD

not attested not anchored not stored refs pending

Impact of architecture on robustness and interpretability of multispectral deep neural networks

Charles Godfrey, Eleanor Byler, Elise Bishoff, Myles Mckay

arxiv:2309.12463 v2 · 2023-09-21 · 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{NLCZWLFCFPVQAPHW5U57VIS2PD}

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	2026-07-05T06:54:55.276219Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ac59b2ca22beb003cf6ed3bfaa25a78d82bad29d927e52f810fb25b67b91449

Aliases

arxiv: 2309.12463 · arxiv_version: 2309.12463v2 · doi: 10.48550/arxiv.2309.12463 · pith_short_12: NLCZWLFCFPVQ · pith_short_16: NLCZWLFCFPVQAPHW · pith_short_8: NLCZWLFC

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/NLCZWLFCFPVQAPHW5U57VIS2PD \
  | 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: 6ac59b2ca22beb003cf6ed3bfaa25a78d82bad29d927e52f810fb25b67b91449

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5544409211ea67c55fc9ee948ee11baa2ec897793ba051be801e94c7b426c5dc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-09-21T20:11:01Z",
    "title_canon_sha256": "bd1b73b2f32620c545d074f311850ff2772233e82d4c31cd71b0043a9f1a8c56"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.12463",
    "kind": "arxiv",
    "version": 2
  }
}