Pith Number

pith:J5UITM2Z

pith:2023:J5UITM2Z74MH4C4UWY5NJVYIRC

not attested not anchored not stored refs pending

Using Large Language Models for Hyperparameter Optimization

Jimmy Ba, Jonathan Lorraine, Juhan Bae, Michael R. Zhang, Nishkrit Desai

arxiv:2312.04528 v2 · 2023-12-07 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{J5UITM2Z74MH4C4UWY5NJVYIRC}

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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

5 papers in Pith

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LLM Evolution as an Industry-Scale Ecosystem: A Lifecycle Perspective on Continual Learning

LLM-Guided ANN Index Optimization for Human-Object Interaction Retrieval

AI Training Manager: Bounded Closed-Loop Control of Adaptive Training Recipes

Receipt and verification

First computed	2026-07-05T09:33:27.270515Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f6889b359ff187e0b94b63ad4d70888bfe5612b9cd5f68fd9d12e3dec3217ba

Aliases

arxiv: 2312.04528 · arxiv_version: 2312.04528v2 · doi: 10.48550/arxiv.2312.04528 · pith_short_12: J5UITM2Z74MH · pith_short_16: J5UITM2Z74MH4C4U · pith_short_8: J5UITM2Z

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/J5UITM2Z74MH4C4UWY5NJVYIRC \
  | 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: 4f6889b359ff187e0b94b63ad4d70888bfe5612b9cd5f68fd9d12e3dec3217ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5894251f207aee1388655f00abc96f19d4f1e3d0ef770d4d26161f2929395b1e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-07T18:46:50Z",
    "title_canon_sha256": "73185a0ae47b1c4a9a5b219aa97cf3ca691204967a75c135aced9525072abfcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.04528",
    "kind": "arxiv",
    "version": 2
  }
}