4 papers
RecTable: Fast Modeling Tabular Data with Rectified Flow
Masane Fuchi, Tomohiro Takagi
Score-based or diffusion models generate high-quality tabular data, surpassing GAN-based and VAE-based models. However, these methods require substantial training time. In this pap…
Construction and Evaluation of LLM-based agents for Semi-Autonomous penetration testing
Masaya Kobayashi, Masane Fuchi, Amar Zanashir +2
With the emergence of high-performance large language models (LLMs) such as GPT, Claude, and Gemini, the autonomous and semi-autonomous execution of tasks has significantly advance…
Erasing with Precision: Evaluating Specific Concept Erasure from Text-to-Image Generative Models
Masane Fuchi, Tomohiro Takagi
Studies have been conducted to prevent specific concepts from being generated from pretrained text-to-image generative models, achieving concept erasure in various ways. However, t…
ResBit: Residual Bit Vector for Categorical Values
Masane Fuchi, Amar Zanashir, Hiroto Minami +1
One-hot vectors, a common method for representing discrete/categorical data, in machine learning are widely used because of their simplicity and intuitiveness. However, one-hot vec…