Pith Number

pith:X4WPKYAO

pith:2025:X4WPKYAO5MYFRIUOVV73LC4ZNS

not attested not anchored not stored refs pending

Adversarial Training Improves Generalization Under Distribution Shifts in Bioacoustics

Bernhard Sick, Christoph Scholz, Lukas Rauch, Ren\'e Heinrich

arxiv:2507.13727 v1 · 2025-07-18 · 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{X4WPKYAO5MYFRIUOVV73LC4ZNS}

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	2026-07-05T11:39:21.812338Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf2cf5600eeb3058a28ead7fb58b996c8eb9790f92139da038041766ac932c58

Aliases

arxiv: 2507.13727 · arxiv_version: 2507.13727v1 · doi: 10.48550/arxiv.2507.13727 · pith_short_12: X4WPKYAO5MYF · pith_short_16: X4WPKYAO5MYFRIUO · pith_short_8: X4WPKYAO

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/X4WPKYAO5MYFRIUOVV73LC4ZNS \
  | 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: bf2cf5600eeb3058a28ead7fb58b996c8eb9790f92139da038041766ac932c58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0789e30facba5dd986948a9bef7e1d1126b7ea5c602d76834db9c38e0735c61",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-18T08:16:13Z",
    "title_canon_sha256": "20197cfb24e95edc1b0bae803c904aa74533d3cc379d6f417a11e221b2d5bf2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.13727",
    "kind": "arxiv",
    "version": 1
  }
}