Work

Results

These pages are the work that follows the ideas: access, compute limits, and visible adaptation. Venue and preprint links live on each paper page, as publication details rather than as the point of the site.

Papers
Matched-Learning-Rate Analysis of Attention Drift and Transfer Retention in Fine-Tuned CLIP featured image

Matched-Learning-Rate Analysis of Attention Drift and Transfer Retention in Fine-Tuned CLIP

An 80-run matched-learning-rate study of CLIP attention drift, LoRA, and zero-shot transfer retention.

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Ruize Xia
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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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Ruize Xia
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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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Ruize Xia
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Human Judgment in the Loop

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

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

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

Peer-reviewed IEEE Access article on a single-GPU diffusion baseline for text-to-sign language video generation.

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Ruize Xia
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