PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (65)

[1]
Fisher Matrix for Beginners
2025David Wittman
[2]
Subspace-based Approximate Hessian Method for Zeroth-Order Optimization
2025Dongyoon Kim, Sungjae Lee et al.
[3]
Regression-Based Single-Point Zeroth-Order Optimization
2025Xin Chen, Zhaolin Ren
[4]
Optimal experimental design: Formulations and computations
2024Xun Huan, Jayanth Jagalur et al.
[5]
Variance-reduced Zeroth-Order Methods for Fine-Tuning Language Models
2024Tanmay Gautam, Youngsuk Park et al.
[6]
Data Acquisition via Experimental Design for Data Markets
2024Charles Lu, Baihe Huang et al.
[7]
Stochastic Two Points Method for Deep Model Zeroth-order Optimization
2024Yijiang Pang, Jiayu Zhou
[8]
ReLIZO: Sample Reusable Linear Interpolation-based Zeroth-order Optimization
2024Xiaoxing Wang, Xiaohan Qin et al.
[9]
ZO-AdaMU Optimizer: Adapting Perturbation by the Momentum and Uncertainty in Zeroth-order Optimization
2023Shuoran Jiang, Qingcai Chen et al.
[10]
Fine-Tuning Language Models with Just Forward Passes
2023Sadhika Malladi, Tianyu Gao et al.
[11]
Learning to Bid in Repeated First-Price Auctions with Budgets
2023Qian Wang, Zongjun Yang et al.
[12]
Zeroth-Order Learning in Continuous Games via Residual Pseudogradient Estimates
2023Yuanhanqing Huang, Jianghai Hu
[13]
User Cold Start Problem in Recommendation Systems: A Systematic Review
2023H. Yuan, Alexander A. Hernandez
[14]
Gradient-Free Methods for Deterministic and Stochastic Nonsmooth Nonconvex Optimization
2022Tianyi Lin, Zeyu Zheng et al.
[15]
No-regret Learning in Repeated First-Price Auctions with Budget Constraints
2022Rui Ai, Chang Wang et al.
[16]
Approaches and algorithms to mitigate cold start problems in recommender systems: a systematic literature review
2022D. Panda, Sanjog Ray
[17]
Improve Single-Point Zeroth-Order Optimization Using High-Pass and Low-Pass Filters
2021Xin Chen, Yujie Tang et al.
[18]
An Efficient Deep Distribution Network for Bid Shading in First-Price Auctions
2021Tian Zhou, Hao He et al.
[19]
Zeroth-order algorithms for stochastic distributed nonconvex optimization
2021Xinlei Yi, Shengjun Zhang et al.
[20]
Adaptive Bid Shading Optimization of First-Price Ad Inventory
2021N. Karlsson, Qian Sang

Showing 20 of 65 references

Founder's Pitch

"Develop a strategic auto-bidding system for content platforms that optimizes long-term organic outcomes over naive short-term promotion gains."

Recommender SystemsScore: 6View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

2/4 signals

5

Series A Potential

3/4 signals

7.5

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 1/28/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.