Pith Number

pith:JVMAKF3E

pith:2021:JVMAKF3EO2IEC7CTR4PSKYLSXG

not attested not anchored not stored refs pending

Automated Deep Learning: Neural Architecture Search Is Not the End

Bogdan Gabrys, David Jacob Kedziora, Katarzyna Musial, Xuanyi Dong

arxiv:2112.09245 v3 · 2021-12-16 · 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{JVMAKF3EO2IEC7CTR4PSKYLSXG}

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

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Receipt and verification

First computed	2026-07-05T04:23:48.708633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d580517647690417c538f1f256172b98dcd94952007d419ab2a0e48079a7e23

Aliases

arxiv: 2112.09245 · arxiv_version: 2112.09245v3 · doi: 10.48550/arxiv.2112.09245 · pith_short_12: JVMAKF3EO2IE · pith_short_16: JVMAKF3EO2IEC7CT · pith_short_8: JVMAKF3E

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/JVMAKF3EO2IEC7CTR4PSKYLSXG \
  | 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: 4d580517647690417c538f1f256172b98dcd94952007d419ab2a0e48079a7e23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e75ca8582ca48a3b2c3851ebaedb20b77f2075852076a23626ef8f6db094328f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-16T23:02:29Z",
    "title_canon_sha256": "508b1f2a319fb4dd127480b3fa152781b9ec14037c636bba9747c210bb2a7147"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.09245",
    "kind": "arxiv",
    "version": 3
  }
}