Pith Number

pith:KZ3XB3GL

pith:2022:KZ3XB3GL4NVMCAEMV56LLI7C52

not attested not anchored not stored refs pending

A Comprehensive Survey on Automated Machine Learning for Recommendations

Bo Chen, Huifeng Guo, Ruiming Tang, Wenqi Fan, Xiangyu Zhao, Yejing Wang

arxiv:2204.01390 v2 · 2022-04-04 · cs.IR · 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{KZ3XB3GL4NVMCAEMV56LLI7C52}

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

1 paper in Pith

DANCE: Resource-Efficient Neural Architecture Search with Data-Aware and Continuous Adaptation

Receipt and verification

First computed	2026-07-05T05:42:24.875253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

567770eccbe36ac1008caf7cb5a3e2eeb667183d802469794c401f3342de2888

Aliases

arxiv: 2204.01390 · arxiv_version: 2204.01390v2 · doi: 10.48550/arxiv.2204.01390 · pith_short_12: KZ3XB3GL4NVM · pith_short_16: KZ3XB3GL4NVMCAEM · pith_short_8: KZ3XB3GL

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/KZ3XB3GL4NVMCAEMV56LLI7C52 \
  | 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: 567770eccbe36ac1008caf7cb5a3e2eeb667183d802469794c401f3342de2888

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aeb1125f2a473e8c80af8527b2691bbcb5747164cfdcc7c57dbdaced0170cb61",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2022-04-04T11:17:43Z",
    "title_canon_sha256": "b1531586439d0c579f151f8946aae9cd4ce0419dfc84c73c12d102728f6122ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.01390",
    "kind": "arxiv",
    "version": 2
  }
}