Pith Number

pith:6QHSBACX

pith:2025:6QHSBACXTWB55VBZRTGHEL4AVS

not attested not anchored not stored refs pending

On the Mechanisms of Adversarial Data Augmentation for Robust and Adaptive Transfer Learning

Alan Mitkiy, Hana Satou

arxiv:2505.12681 v1 · 2025-05-19 · cs.LG · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6QHSBACXTWB55VBZRTGHEL4AVS}

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	2026-07-05T11:05:08.095986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f40f2080579d83ded4398ccc722f80acafb0e8b24dee9580350442ad82114bf7

Aliases

arxiv: 2505.12681 · arxiv_version: 2505.12681v1 · doi: 10.48550/arxiv.2505.12681 · pith_short_12: 6QHSBACXTWB5 · pith_short_16: 6QHSBACXTWB55VBZ · pith_short_8: 6QHSBACX

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/6QHSBACXTWB55VBZRTGHEL4AVS \
  | 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: f40f2080579d83ded4398ccc722f80acafb0e8b24dee9580350442ad82114bf7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0fd85365339dba025a2b06bbf8d8fa0d795aca2bc549bc1165d8a54be92f46e",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-19T03:56:51Z",
    "title_canon_sha256": "9388b1991c01274ea4efdd2891f4211783a40c3ab65b545c67c943341feb5f97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12681",
    "kind": "arxiv",
    "version": 1
  }
}