Pith Number

pith:VGRIPFSN

pith:2024:VGRIPFSN4IY44GDDDENAEH5I5I

not attested not anchored not stored refs pending

TabMDA: Tabular Manifold Data Augmentation for Any Classifier using Transformers with In-context Subsetting

Adri\'an Bazaga, Andrei Margeloiu, Mateja Jamnik, Nikola Simidjievski, Pietro Li\`o

arxiv:2406.01805 v2 · 2024-06-03 · cs.LG · 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{VGRIPFSN4IY44GDDDENAEH5I5I}

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	2026-07-05T08:49:35.134613Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9a287964de231ce1863191a021fa8ea116adff9b1872eb32ef96f0e4120e607

Aliases

arxiv: 2406.01805 · arxiv_version: 2406.01805v2 · doi: 10.48550/arxiv.2406.01805 · pith_short_12: VGRIPFSN4IY4 · pith_short_16: VGRIPFSN4IY44GDD · pith_short_8: VGRIPFSN

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/VGRIPFSN4IY44GDDDENAEH5I5I \
  | 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: a9a287964de231ce1863191a021fa8ea116adff9b1872eb32ef96f0e4120e607

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38832452341ed8d49b95a857806a0bc1de1100aa8f8f1105e5ce569e0c0688cc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-03T21:51:13Z",
    "title_canon_sha256": "7ed98f5663c922cdec8596b6a08d80f86b5a11a9666915ea1fb35564ddc9f144"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01805",
    "kind": "arxiv",
    "version": 2
  }
}