Pith Number

pith:7RPXEWXN

pith:2025:7RPXEWXNMUNUOFKK3HFBCEVYHT

not attested not anchored not stored refs pending

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs

Abram Clark, Donald W. Peltier III, Isaac Kaminer, Marko Orescanin

arxiv:2502.03619 v1 · 2025-02-05 · 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{7RPXEWXNMUNUOFKK3HFBCEVYHT}

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	2026-07-05T10:10:12.983517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc5f725aed651b47154ad9ca1112b83cfde48aa817908c3690099be3ae4a695f

Aliases

arxiv: 2502.03619 · arxiv_version: 2502.03619v1 · doi: 10.48550/arxiv.2502.03619 · pith_short_12: 7RPXEWXNMUNU · pith_short_16: 7RPXEWXNMUNUOFKK · pith_short_8: 7RPXEWXN

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/7RPXEWXNMUNUOFKK3HFBCEVYHT \
  | 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: fc5f725aed651b47154ad9ca1112b83cfde48aa817908c3690099be3ae4a695f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b493e6faa5c4ae6d6a1bda4490918150429b91725b7caf9a91f78821193a23b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T21:10:57Z",
    "title_canon_sha256": "c2fd68967a44d8f7390f3ae784a2153344d841341bd2bc5301adbc9156774786"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03619",
    "kind": "arxiv",
    "version": 1
  }
}