Pith Number

pith:2WY4INNK

pith:2024:2WY4INNKKAEXIZBAREHJSJCKNO

not attested not anchored not stored refs pending

A Decade of Deep Learning: A Survey on The Magnificent Seven

Dilshod Azizov, Kailong Zhao, Liang Li, Muhammad Arslan Manzoor, Shangsong Liang, Siwei Liu, Velibor Bojkovic, Wei Liu, Yingxu Wang, Yu Zhong, Zangir Iklassov, Zixiao Wang

arxiv:2412.16188 v1 · 2024-12-13 · 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{2WY4INNKKAEXIZBAREHJSJCKNO}

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	2026-07-05T09:52:42.814928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5b1c435aa5009746420890e99244a6bb3ef3b260e5aedf38f7ef6aea952364a

Aliases

arxiv: 2412.16188 · arxiv_version: 2412.16188v1 · doi: 10.48550/arxiv.2412.16188 · pith_short_12: 2WY4INNKKAEX · pith_short_16: 2WY4INNKKAEXIZBA · pith_short_8: 2WY4INNK

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/2WY4INNKKAEXIZBAREHJSJCKNO \
  | 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: d5b1c435aa5009746420890e99244a6bb3ef3b260e5aedf38f7ef6aea952364a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f1e53298602ccd96817ae6897006009df487522337c00425f56c06222551d50",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-13T17:55:39Z",
    "title_canon_sha256": "9842b01841fe55ad2907b9b0ea00be4c305cdefa7d7aed8e583670c011a9f611"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16188",
    "kind": "arxiv",
    "version": 1
  }
}