Pith Number

pith:LS2M7AP7

pith:2025:LS2M7AP7TQDW4HW5ZZVKUQW6KH

not attested not anchored not stored refs pending

Edge-Based Learning for Improved Classification Under Adversarial Noise

Elias Hossain, Iman Dehzangi, Keyan Alexander Rahimi, Manish Kansana, Noorbakhsh Amiri Golilarz

arxiv:2504.20077 v1 · 2025-04-25 · cs.CV · 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{LS2M7AP7TQDW4HW5ZZVKUQW6KH}

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	2026-07-05T10:55:09.148567Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cb4cf81ff9c076e1eddce6aaa42de51d96b2a27f95071016e88353ad5029b03

Aliases

arxiv: 2504.20077 · arxiv_version: 2504.20077v1 · doi: 10.48550/arxiv.2504.20077 · pith_short_12: LS2M7AP7TQDW · pith_short_16: LS2M7AP7TQDW4HW5 · pith_short_8: LS2M7AP7

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/LS2M7AP7TQDW4HW5ZZVKUQW6KH \
  | 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: 5cb4cf81ff9c076e1eddce6aaa42de51d96b2a27f95071016e88353ad5029b03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "285885a4b5e3d29c9ae6055b978de080f4044b3800abe3aa69fedcc240f84d12",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-04-25T04:04:59Z",
    "title_canon_sha256": "1102df9cfdff022ecee42ab82255cba5502e63326a525a207e01441b14ff988b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.20077",
    "kind": "arxiv",
    "version": 1
  }
}