Pith Number

pith:BHQSR6DT

pith:2025:BHQSR6DTETQ4EY5QXZB75EXSOS

not attested not anchored not stored refs pending

Data Augmentation for Deep Learning Regression Tasks by Machine Learning Models

Assaf Shmuel, Oren Glickman, Teddy Lazebnik

arxiv:2501.03654 v1 · 2025-01-07 · 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{BHQSR6DTETQ4EY5QXZB75EXSOS}

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	2026-07-05T09:57:58.079679Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09e128f87324e1c263b0be43fe92f274a6b24afddb27af3b6c1084457303a87b

Aliases

arxiv: 2501.03654 · arxiv_version: 2501.03654v1 · doi: 10.48550/arxiv.2501.03654 · pith_short_12: BHQSR6DTETQ4 · pith_short_16: BHQSR6DTETQ4EY5Q · pith_short_8: BHQSR6DT

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/BHQSR6DTETQ4EY5QXZB75EXSOS \
  | 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: 09e128f87324e1c263b0be43fe92f274a6b24afddb27af3b6c1084457303a87b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "525c560a814460cc0141e9bad43a8c4669fafb078570ede7ec8c7c38114e8d20",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-07T09:40:02Z",
    "title_canon_sha256": "bd39d919cf0a4309cfe66072cee607f5b61d713584b0cb08d01cd50300d5a110"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03654",
    "kind": "arxiv",
    "version": 1
  }
}