Pith Number

pith:NUGZPDPD

pith:2023:NUGZPDPDIO65MGQS7JC3LC5SMS

not attested not anchored not stored refs pending

Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference

Ahmed H. Awadallah, Chi Wang, Susan Xueqing Liu

arxiv:2303.04673 v2 · 2023-03-08 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{NUGZPDPDIO65MGQS7JC3LC5SMS}

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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

1 paper in Pith

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Receipt and verification

First computed	2026-07-05T06:39:33.254944Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d0d978de343bdd61a12fa45b58bb264a2fd410c49046e0526593ee462cc483d

Aliases

arxiv: 2303.04673 · arxiv_version: 2303.04673v2 · doi: 10.48550/arxiv.2303.04673 · pith_short_12: NUGZPDPDIO65 · pith_short_16: NUGZPDPDIO65MGQS · pith_short_8: NUGZPDPD

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/NUGZPDPDIO65MGQS7JC3LC5SMS \
  | 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: 6d0d978de343bdd61a12fa45b58bb264a2fd410c49046e0526593ee462cc483d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "824f7b6ab84575ab34df289e324bfdd322238504e4937dd7d801416618ecbecb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-08T15:52:14Z",
    "title_canon_sha256": "e4cca91a1599bfc1dc48bda6b0c6985e2e7477a1c6a6ce27a8769547b066376f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.04673",
    "kind": "arxiv",
    "version": 2
  }
}