Pith Number

pith:QZRHMJQQ

pith:2025:QZRHMJQQIGV3L6VHBBWWFCUUO5

not attested not anchored not stored refs pending

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review

Ayse Yilmazer Metin, Beyazit Bestami Yuksel

arxiv:2505.16771 v1 · 2025-05-22 · 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{QZRHMJQQIGV3L6VHBBWWFCUUO5}

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	2026-07-05T11:07:40.729582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

866276261041abb5faa7086d628a9477734944198dddc0046349338a5deaffb0

Aliases

arxiv: 2505.16771 · arxiv_version: 2505.16771v1 · doi: 10.48550/arxiv.2505.16771 · pith_short_12: QZRHMJQQIGV3 · pith_short_16: QZRHMJQQIGV3L6VH · pith_short_8: QZRHMJQQ

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/QZRHMJQQIGV3L6VHBBWWFCUUO5 \
  | 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: 866276261041abb5faa7086d628a9477734944198dddc0046349338a5deaffb0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c51e4056bbe3ce11375e20fe4a8772960c6e10b13b0b5a3989207264ee7c823",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-22T15:12:48Z",
    "title_canon_sha256": "5a76b8aa59faf73c2057867675d62e4e2d7b574276b9f52b2c743d4b43169c5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16771",
    "kind": "arxiv",
    "version": 1
  }
}