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From the 1 of 6 linked papers with an AI index.

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20242026
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6 papers

cs.LG2026

Hierarchical Synthetic Tabular Data Generation: A Hybrid Top-Down and Bottom-Up Framework

Junfeng Nie, Alvin Jin, Xiaohui Chen

The paper introduces a hierarchical hybrid framework that combines top‑down semantic constraints with bottom‑up lightweight tabular generators to create synthetic tabular data that…

cs.CV2025

A Generalized Label Shift Perspective for Cross-Domain Gaze Estimation

Hao-Ran Yang, Xiaohui Chen, Chuan-Xian Ren

Aiming to generalize the well-trained gaze estimation model to new target domains, Cross-domain Gaze Estimation (CDGE) is developed for real-world application scenarios. Existing C…

cs.LG2025

Graph Generative Pre-trained Transformer

Xiaohui Chen, Yinkai Wang, Jiaxing He +4

Graph generation is a critical task in numerous domains, including molecular design and social network analysis, due to its ability to model complex relationships and structured da…

cs.CV2025

Multi-Modal Foundation Models for Computational Pathology: A Survey

Dong Li, Guihong Wan, Xintao Wu +7

Foundation models have emerged as a powerful paradigm in computational pathology (CPath), enabling scalable and generalizable analysis of histopathological images. While early deve…

cs.LG2025

Large Language Model is Secretly a Protein Sequence Optimizer

Yinkai Wang, Jiaxing He, Yuanqi Du +5

We consider the protein sequence engineering problem, which aims to find protein sequences with high fitness levels, starting from a given wild-type sequence. Directed evolution ha…

cs.CV2024

CompCap: Improving Multimodal Large Language Models with Composite Captions

Xiaohui Chen, Satya Narayan Shukla, Mahmoud Azab +8

How well can Multimodal Large Language Models (MLLMs) understand composite images? Composite images (CIs) are synthetic visuals created by merging multiple visual elements, such as…