activity
20182026
most citedRobust Maximization of Non-Submodular Objectives

27 citations · 32 across the 10 of their papers we have counts for

collaborators

15 papers

cs.GT2026

From No-Regret to Strategically Robust Learning in Repeated Auctions

Junyao Zhao

In Bayesian single-item auctions, a monotone bidding strategy--one that prescribes a higher bid for a higher value type--can be equivalently represented as a partition of the quant…

cs.IR2025

UniSearch: Rethinking Search System with a Unified Generative Architecture

Jiahui Chen, Xiaoze Jiang, Zhibo Wang +18

Modern search systems play a crucial role in facilitating information acquisition. Traditional search engines typically rely on a cascaded architecture, where results are retrieved…

cs.DS2025

Fixed-Parameter Tractable Submodular Maximization over a Matroid

Shamisa Nematollahi, Adrian Vladu, Junyao Zhao

In this paper, we design fixed-parameter tractable (FPT) algorithms for (non-monotone) submodular maximization subject to a matroid constraint, where the matroid rank is treate…

cs.DS2025

Universal Online Contention Resolution with Preselected Order

Junyao Zhao

Online contention resolution scheme (OCRS) is a powerful technique for online decision making, which--in the case of matroids--given a matroid and a prior distribution of active el…

cs.LG2025

Spot Risks Before Speaking! Unraveling Safety Attention Heads in Large Vision-Language Models

Ziwei Zheng, Junyao Zhao, Le Yang +2

With the integration of an additional modality, large vision-language models (LVLMs) exhibit greater vulnerability to safety risks (e.g., jailbreaking) compared to their language-o…

cs.GT2024

Strategizing against No-Regret Learners in First-Price Auctions

Aviad Rubinstein, Junyao Zhao

We study repeated first-price auctions and general repeated Bayesian games between two players, where one player, the learner, employs a no-regret learning algorithm, and the other…

cs.GT2023

The Power of Menus in Contract Design

Guru Guruganesh, Jon Schneider, Joshua Wang +1

We study the power of menus of contracts in principal-agent problems with adverse selection (agents can be one of several types) and moral hazard (we cannot observe agent actions d…

cs.GT2023★ 2 cited

Multi-Channel Auction Design in the Autobidding World

Gagan Aggarwal, Andres Perlroth, Junyao Zhao

Over the past few years, more and more Internet advertisers have started using automated bidding for optimizing their advertising campaigns. Such advertisers have an optimization g…

cs.GT2022

Beyond Worst-Case Budget-Feasible Mechanism Design

Aviad Rubinstein, Junyao Zhao

Motivated by large-market applications such as crowdsourcing, we revisit the problem of budget-feasible mechanism design under a "small-bidder assumption". Anari, Goel, and Nikzad…

cs.DS2022

Maximizing Non-Monotone Submodular Functions over Small Subsets: Beyond -Approximation

Aviad Rubinstein, Junyao Zhao

In this work we give two new algorithms that use similar techniques for (non-monotone) submodular function maximization subject to a cardinality constraint. The first is an offline…

cs.DS2021

Cardinality constrained submodular maximization for random streams

Paul Liu, Aviad Rubinstein, Jan Vondrak +1

We consider the problem of maximizing submodular functions in single-pass streaming and secretaries-with-shortlists models, both with random arrival order. For cardinality constrai…

cs.GT2021

The Randomized Communication Complexity of Randomized Auctions

Aviad Rubinstein, Junyao Zhao

We study the communication complexity of incentive compatible auction-protocols between a monopolist seller and a single buyer with a combinatorial valuation function over item…

cs.DS2021

Budget-Smoothed Analysis for Submodular Maximization

Aviad Rubinstein, Junyao Zhao

The greedy algorithm for monotone submodular function maximization subject to cardinality constraint is guaranteed to approximate the optimal solution to within a factor. A…

cs.GT2020★ 3 cited

Exponential Communication Separations between Notions of Selfishness

Aviad Rubinstein, Raghuvansh R. Saxena, Clayton Thomas +2

We consider the problem of implementing a fixed social choice function between multiple players (which takes as input a type from each player and outputs an outcome $f(t_…

stat.ML2018★ 27 cited

Robust Maximization of Non-Submodular Objectives

Ilija Bogunovic, Junyao Zhao, Volkan Cevher

We study the problem of maximizing a monotone set function subject to a cardinality constraint in the setting where some number of elements is deleted from the returned set…