Pith Number

pith:UYHYEA6Z

pith:2023:UYHYEA6ZILXG3RIK4K5GXCOASZ

not attested not anchored not stored refs pending

InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Heng Huang, Jiuhai Chen, Lichang Chen, Tianyi Zhou, Tom Goldstein

arxiv:2306.03082 v2 · 2023-06-05 · cs.AI

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\usepackage{pith}
\pithnumber{UYHYEA6ZILXG3RIK4K5GXCOASZ}

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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

6 papers in Pith

Towards Spec Learning: Inference-Time Alignment from Preference Pairs

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges

Personalization as Inverse Planning: Learning Latent Design Intents for Agentic Slide Generation via Structural Denoising

Towards Spec Learning: Inference-Time Alignment from Preference Pairs

Embedding by Elicitation: Dynamic Representations for Bayesian Optimization of System Prompts

Receipt and verification

First computed	2026-07-05T06:38:59.248971Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a60f8203d942ee6dc50ae2ba6b89c0967e9bdec6b5faa29dc05da4ebb7ee4450

Aliases

arxiv: 2306.03082 · arxiv_version: 2306.03082v2 · doi: 10.48550/arxiv.2306.03082 · pith_short_12: UYHYEA6ZILXG · pith_short_16: UYHYEA6ZILXG3RIK · pith_short_8: UYHYEA6Z

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/UYHYEA6ZILXG3RIK4K5GXCOASZ \
  | 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: a60f8203d942ee6dc50ae2ba6b89c0967e9bdec6b5faa29dc05da4ebb7ee4450

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "057b8fa533dfa784ecc804a9fb8d30ca7c7ad0b17499111fd24075937623680e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-05T17:55:22Z",
    "title_canon_sha256": "cd6869c480e2eacb38c1fa7ff88aa5b59cf3c328825ab6a80ebbc05284fa4c5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03082",
    "kind": "arxiv",
    "version": 2
  }
}