深層学習

PRvL: Quantifying the Capabilities and Risks of Large Language Models for PII Redaction

Authors: Leon Garza, Anantaa Kotal, Aritran Piplai, Lavanya Elluri, Prajit Das, Aman Chadha | Published: 2025-08-07
RAG
性能評価手法
深層学習

Matrix-Free Two-to-Infinity and One-to-Two Norms Estimation

Authors: Askar Tsyganov, Evgeny Frolov, Sergey Samsonov, Maxim Rakhuba | Published: 2025-08-06
ロバスト最適化
性能評価手法
深層学習

Prada: Black-Box LLM Adaptation with Private Data on Resource-Constrained Devices

Authors: Ziyao Wang, Yexiao He, Zheyu Shen, Yu Li, Guoheng Sun, Myungjin Lee, Ang Li | Published: 2025-03-19
プライバシー保護手法
プロンプトリーキング
深層学習

Optimizing ML Training with Metagradient Descent

Authors: Logan Engstrom, Andrew Ilyas, Benjamin Chen, Axel Feldmann, William Moses, Aleksander Madry | Published: 2025-03-17
ポイズニング
最適化アルゴリズムの選択と評価
深層学習

Zero-Knowledge Proof-Based Consensus for Blockchain-Secured Federated Learning

Authors: Tianxing Fu, Jia Hu, Geyong Min, Zi Wang | Published: 2025-03-17
プライバシー保護手法
効率的証明システム
深層学習

TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation

Authors: Mayank Kumar, Jiaqi Xue, Mengxin Zheng, Qian Lou | Published: 2025-03-15
Few-Shot Learning
RAG
深層学習

Secure On-Device Video OOD Detection Without Backpropagation

Authors: Shawn Li, Peilin Cai, Yuxiao Zhou, Zhiyu Ni, Renjie Liang, You Qin, Yi Nian, Zhengzhong Tu, Xiyang Hu, Yue Zhao | Published: 2025-03-08 | Updated: 2025-03-17
プライバシー保護手法
フレームワーク
深層学習

Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Authors: Alperen Yildiz, Sin G. Teo, Yiling Lou, Yebo Feng, Chong Wang, Dinil M. Divakaran | Published: 2025-03-05 | Updated: 2025-03-18
インダイレクトプロンプトインジェクション
深層学習
脆弱性検出

Mind the Gap: Detecting Black-box Adversarial Attacks in the Making through Query Update Analysis

Authors: Jeonghwan Park, Niall McLaughlin, Ihsen Alouani | Published: 2025-03-04 | Updated: 2025-03-16
攻撃手法
敵対的サンプルの検知
深層学習

SimPO: Simple Preference Optimization with a Reference-Free Reward

Authors: Yu Meng, Mengzhou Xia, Danqi Chen | Published: 2024-05-23 | Updated: 2024-11-01
アライメント
最適化アルゴリズムの選択と評価
深層学習