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20052026
most citedExtremal Mechanisms for Local Differential Privacy

259 citations · 1.2k across the 111 of their papers we have counts for

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Showing 2025Show all

16 papers · 1 filter

cs.LG2025

FrontierCS: Evolving Challenges for Evolving Intelligence

Qiuyang Mang, Wenhao Chai, Zhifei Li +48

We introduce FrontierCS, a benchmark of 156 open-ended problems across diverse areas of computer science, designed and reviewed by experts, including CS PhDs and top-tier competiti…

cs.CR2025

MURMUR: Using cross-user chatter to break collaborative language agents in groups

Atharv Singh Patlan, Peiyao Sheng, S. Ashwin Hebbar +2

Language agents are rapidly expanding from single-user assistants to multi-user collaborators in shared workspaces and groups. However, today's language models lack a mechanism for…

cs.AI2025

Benchmarking is Broken -- Don't Let AI be its Own Judge

Zerui Cheng, Stella Wohnig, Ruchika Gupta +13

The meteoric rise of AI, with its rapidly expanding market capitalization, presents both transformative opportunities and critical challenges. Chief among these is the urgent need…

cs.CR2025

TAO: Tolerance-Aware Optimistic Verification for Floating-Point Neural Networks

Jianzhu Yao, Hongxu Su, Taobo Liao +4

Neural networks increasingly run on hardware outside the user's control (cloud GPUs, inference marketplaces). Yet ML-as-a-Service reveals little about what actually ran or whether…

cs.CR2025

Are Robust LLM Fingerprints Adversarially Robust?

Anshul Nasery, Edoardo Contente, Alkin Kaz +2

Model fingerprinting has emerged as a promising paradigm for claiming model ownership. However, robustness evaluations of these schemes have mostly focused on benign perturbations…

cs.SE2025

AutoCode: LLMs as Problem Setters for Competitive Programming

Shang Zhou, Zihan Zheng, Kaiyuan Liu +18

Writing competitive programming problems is exacting. Authors must: set constraints, input distributions, and edge cases that rule out shortcuts; target specific algorithms (e.g.,…