Pith Number

pith:FGVKXZCU

pith:2025:FGVKXZCU4EZSZBUVZASFA3HB5F

not attested not anchored not stored refs pending

Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies

Alexander R\"ugamer, Felix Ott, Fin Heuer, Lennart Asbach, Lucas Heublein, Nisha L. Raichur, Tobias Brieger, Tobias Feigl

arxiv:2503.23775 v1 · 2025-03-31 · 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{FGVKXZCU4EZSZBUVZASFA3HB5F}

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.

Cited by

1 paper in Pith

Anticipating the Optimism Gap: Predicting Distribution-Shift Degradation of RF-Impairment Detectors from In-Distribution Statistics

Receipt and verification

First computed	2026-07-05T10:41:59.826759Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29aaabe454e1332c8695c824506ce1e97cad6122d97ab8178102ac0707bcbfcc

Aliases

arxiv: 2503.23775 · arxiv_version: 2503.23775v1 · doi: 10.48550/arxiv.2503.23775 · pith_short_12: FGVKXZCU4EZS · pith_short_16: FGVKXZCU4EZSZBUV · pith_short_8: FGVKXZCU

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/FGVKXZCU4EZSZBUVZASFA3HB5F \
  | 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: 29aaabe454e1332c8695c824506ce1e97cad6122d97ab8178102ac0707bcbfcc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5927c5fe3e88420a0097568efed9fafb2b42bce9c51eda3ae1b7134a699febb8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-31T06:51:52Z",
    "title_canon_sha256": "dd4430864dd00ec76693d6a9d6a17bd66b61b01bc8a2bbbb24571943881e80d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23775",
    "kind": "arxiv",
    "version": 1
  }
}