Paper Citation Record · LEDGER

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

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 16 inbound Pith citation observations for arXiv:2306.03082.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2306.03082 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:07:06.901427Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T11:39:47.165403Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 60b5c592-3331-452f-a919-c212da3e6910 · inbound

ACING: Actor-Critic for Instruction Learning in Black-Box LLMs cites this paper.

ACING: Actor-Critic for Instruction Learning in Black-Box LLMs InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T17:18:03.759291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e68a75ff-a21a-419e-8105-61d8b71d862d · inbound

Boosting Private Domain Understanding of Efficient MLLMs: A Tuning-free, Adaptive, Universal Prompt Optimization Framework cites this paper.

Boosting Private Domain Understanding of Efficient MLLMs: A Tuning-free, Adaptive, Universal Prompt Optimization Framework InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T00:08:16.149386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75df76e5-3748-4981-8f55-a211fb62f66d · inbound

Meta-Prompt Optimization for LLM-Based Sequential Decision Making cites this paper.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.130184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13746056-52c9-4c91-bdd9-04cd66d3ad06 · inbound

Tournament of Prompts: Evolving LLM Instructions Through Structured Debates and Elo Ratings cites this paper.

Tournament of Prompts: Evolving LLM Instructions Through Structured Debates and Elo Ratings InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:15:37.060741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0695264-d0bf-4cec-8a6d-bb32873de25a · inbound

The Evolution of Natural Language Processing: How Prompt Optimization and Language Models are Shaping the Future cites this paper.

The Evolution of Natural Language Processing: How Prompt Optimization and Language Models are Shaping the Future InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T19:07:06.901427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e247d4b-e7e9-4634-86d5-c543ac3d2b60 · inbound

Instruction Learning Paradigms: A Dual Perspective on White-box and Black-box LLMs cites this paper.

Instruction Learning Paradigms: A Dual Perspective on White-box and Black-box LLMs InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:50:48.014645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e80825e6-38d2-424c-ba19-a69d6aa687ef · inbound

Stabilizing Black-Box Prompt Optimization with Textual Regularization and Signal Aggregation cites this paper.

Stabilizing Black-Box Prompt Optimization with Textual Regularization and Signal Aggregation InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T17:51:03.342338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f3dab64-f38e-4880-ac6c-fd1184db8acb · inbound

Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities cites this paper.

Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-04T19:59:17.481108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6518ac1c-c2ba-430c-8a39-98a8bd7a2482 · inbound

MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks cites this paper.

MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T19:22:24.982698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8084d27-1f4c-42cd-8d23-f9f5b8479d5d · inbound

Select Smarter, Not More: Prompt-Aware Evaluation Scheduling with Submodular Guarantees cites this paper.

Select Smarter, Not More: Prompt-Aware Evaluation Scheduling with Submodular Guarantees InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:50:59.626587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d5ad28fe-4eaa-4dc0-b9cf-50d773c95222 · inbound

Embedding by Elicitation: Dynamic Representations for Bayesian Optimization of System Prompts cites this paper.

Embedding by Elicitation: Dynamic Representations for Bayesian Optimization of System Prompts InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:23:11.981198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a7112712-e4d7-4f5e-b4e1-7da484ddf246 · inbound

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

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:27:31.087639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cb8dd510-757b-4da3-a81e-9c64bc29d265 · inbound

Towards Spec Learning: Inference-Time Alignment from Preference Pairs cites this paper.

Towards Spec Learning: Inference-Time Alignment from Preference Pairs InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T11:39:47.167149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 88803465-7624-4669-95e7-168388548a4f · inbound

Towards Spec Learning: Inference-Time Alignment from Preference Pairs cites this paper.

Towards Spec Learning: Inference-Time Alignment from Preference Pairs InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T12:44:39.512186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 46eb8f1a-d373-4da0-9697-6593cebf4d83 · inbound

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

Personalization as Inverse Planning: Learning Latent Design Intents for Agentic Slide Generation via Structural Denoising InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:16:58.272853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ace1bc9d-5331-454b-8ea7-e680faaed2ce · inbound

Interpretable Adaptive Sampling for LLM Test-Time Scaling cites this paper.

Interpretable Adaptive Sampling for LLM Test-Time Scaling InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T05:02:10.692639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.