Research Papers
Attention Structural Change During CLIP Fine-Tuning: A Comparative Study of Full Fine-Tuning, LoRA, and Regularization featured image

Attention Structural Change During CLIP Fine-Tuning: A Comparative Study of Full Fine-Tuning, LoRA, and Regularization

A structural analysis of how CLIP attention changes under full fine-tuning, LoRA, and regularization.

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Xia Ruize
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Real-Time On-Device Diffusion: Practical Acceleration via Fused Low-Bit Kernels featured image

Real-Time On-Device Diffusion: Practical Acceleration via Fused Low-Bit Kernels

A systems paper on accelerating diffusion inference with fused low-bit kernels and cache-update fusion.

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Xia Ruize
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Text2Sign: A Practical Single-GPU Diffusion Architecture for Text-to-Sign Language Video Generation featured image

Text2Sign: A Practical Single-GPU Diffusion Architecture for Text-to-Sign Language Video Generation

A single-GPU diffusion system for generating short sign-language videos from text prompts.

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Xia Ruize
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Value-Aligned Evaluation for Everyday AI

A framework for evaluating AI by explanation, contestability, accessibility, and fit—not just accuracy.

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Xia Ruize
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Human Judgment in the Loop

Why meaningful human oversight requires more than rubber-stamping machine output.

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Xia Ruize
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