Pith Number

pith:YPLBYTYS

pith:2024:YPLBYTYSI3UQYELEPH3Y7LCKQJ

not attested not anchored not stored refs pending

Bag of Tricks for Multimodal AutoML with Image, Text, and Tabular Data

Gerald Friedland, Tong He, Zhiqiang Tang, Zihan Zhong

arxiv:2412.16243 v1 · 2024-12-19 · 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{YPLBYTYSI3UQYELEPH3Y7LCKQJ}

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

5 papers in Pith

Beyond IID: How General Are Tabular Foundation Models, Really?

VT-Bench: A Unified Benchmark for Visual-Tabular Multi-Modal Learning

MultiModalPFN: Extending Prior-Data Fitted Networks for Multimodal Tabular Learning

VT-Bench: A Unified Benchmark for Visual-Tabular Multi-Modal Learning

MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image

Receipt and verification

First computed	2026-07-05T09:52:43.598610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3d61c4f1246e90c116479f78fac4a827d5131f40e6e941a5c5339e5137227f0

Aliases

arxiv: 2412.16243 · arxiv_version: 2412.16243v1 · doi: 10.48550/arxiv.2412.16243 · pith_short_12: YPLBYTYSI3UQ · pith_short_16: YPLBYTYSI3UQYELE · pith_short_8: YPLBYTYS

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/YPLBYTYSI3UQYELEPH3Y7LCKQJ \
  | 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: c3d61c4f1246e90c116479f78fac4a827d5131f40e6e941a5c5339e5137227f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd4e34f9d1998bf66b3d4f641c2d7a329d7a70eb7dcc620071c0502868b8d904",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-19T20:52:10Z",
    "title_canon_sha256": "6b32a699f3fe686e13ba53f1b67b15910557bf21208ce99b23d88b3ec31890ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16243",
    "kind": "arxiv",
    "version": 1
  }
}