Model Complexity of Deep Learning: A Survey

Xia Hu, Lingyang Chu, Jian Pei +2

Cerebra: A Multidisciplinary AI Board for Multimodal Dementia Characterization and Risk Assessment

Sheng Liu, Long Chen, Zeyun Zhao +16

Learning Differential Operators for Interpretable Time Series Modeling

Yingtao Luo, Chang Xu, Yang Liu +3

Joint Application of the Target Trial Causal Framework and Machine Learning Modeling to Optimize Antibiotic Therapy: Use Case on Acute Bacterial Skin and Skin Structure Infections due to Methicillin-resistant Staphylococcus aureus

Inyoung Jun, Simone Marini, Christina A. Boucher +3

Diffusion Models in 3D Vision: A Survey

Zhen Wang, Dongyuan Li, Yaozu Wu +3

Deep Subdomain Adaptation Network for Image Classification

Yongchun Zhu, Fuzhen Zhuang, Jindong Wang +5

Empowering Diffusion Models on the Embedding Space for Text Generation

Zhujin Gao, Junliang Guo, Xu Tan +4

A Study of Generative Large Language Model for Medical Research and Healthcare

Cheng Peng, Xi Yang, Aokun Chen +16

DAE-Talker: High Fidelity Speech-Driven Talking Face Generation with Diffusion Autoencoder

Chenpeng Du, Qi Chen, Tianyu He +5

Make Your Actor Talk: Generalizable and High-Fidelity Lip Sync with Motion and Appearance Disentanglement

Runyi Yu, Tianyu He, Ailing Zhang +6

The impact of electronic health records (EHR) data continuity on prediction model fairness and racial-ethnic disparities

Yu Huang, Jingchuan Guo, Zhaoyi Chen +6

Controllable Financial Market Generation with Diffusion Guided Meta Agent

Yu-Hao Huang, Chang Xu, Yang Liu +3

VidTwin: Video VAE with Decoupled Structure and Dynamics

Yuchi Wang, Junliang Guo, Xinyi Xie +3

Unveiling Markov Heads in Pretrained Language Models for Offline Reinforcement Learning

Wenhao Zhao, Qiushui Xu, Linjie Xu +4

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Ruiyu Wang, Yu Yuan, Shizhao Sun +1

Generative AI in Health Economics and Outcomes Research: A Taxonomy of Key Definitions and Emerging Applications, an ISPOR Working Group Report

Rachael Fleurence, Xiaoyan Wang, Jiang Bian +5

Building Computational Models to Predict One-Year Mortality in ICU Patients with Acute Myocardial Infarction and Post Myocardial Infarction Syndrome

Laura A. Barrett, Seyedeh Neelufar Payrovnaziri, Jiang Bian +1

Position: Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems

Yifan Xia, Xianliang Yang, Zichuan Liu +3

FlashMask: Efficient and Rich Mask Extension of FlashAttention

Guoxia Wang, Jinle Zeng, Xiyuan Xiao +7

Exploring Post-Training Alignment of Small Language Models for Biomedical Data-to-Text Generation: A Case Study of Medication Leaflet

Xi Yang, Guodong Liu, Chuqin Li +10

The paper compares several post‑training alignment methods for small language models on the task of converting biomedical data into patient‑friendly medication leaflets, showing th…

Slim-DP: A Light Communication Data Parallelism for DNN

Shizhao Sun, Wei Chen, Jiang Bian +2

Agent^2 RL-Bench: Can LLM Agents Engineer Agentic RL Post-Training?

Wanyi Chen, Xiao Yang, Xu Yang +7

DPO Meets PPO: Reinforced Token Optimization for RLHF

Han Zhong, Zikang Shan, Guhao Feng +6

Fully Parameterized Quantile Function for Distributional Reinforcement Learning

Derek Yang, Li Zhao, Zichuan Lin +3

IN-Flow: Instance Normalization Flow for Non-stationary Time Series Forecasting

Wei Fan, Shun Zheng, Pengyang Wang +5

What Do Latent Action Models Actually Learn?

Chuheng Zhang, Tim Pearce, Pushi Zhang +5

AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence

Yuliang Liu, Junjie Lu, Zhaoling Chen +10

Discover, Learn, and Reinforce: Scaling Vision-Language-Action Pretraining with Diverse RL-Generated Trajectories

Rushuai Yang, Zhiyuan Feng, Tianxiang Zhang +6

MonteRET: AI Agent Enhancing Multimodal LLMs with Multi-granularity Knowledge Retrieval for Chest CT Report Generation

Yi Lin, Yihao Ding, Elana Benishay +8

MonteRET is an AI system that combines whole‑volume CT features with region‑level anatomical information and knowledge retrieval to automatically generate more complete and clinica…

Routing Channel-Patch Dependencies in Time Series Forecasting with Graph Spectral Decomposition

Dongyuan Li, Shun Zheng, Chang Xu +2

LordNet: An Efficient Neural Network for Learning to Solve Parametric Partial Differential Equations without Simulated Data

Xinquan Huang, Wenlei Shi, Xiaotian Gao +5

Efficient Document Parsing via Parallel Token Prediction

Lei Li, Ze Zhao, Meng Li +6

MedFeat: Model-Aware and Explainability-Driven Feature Engineering with LLMs for Clinical Tabular Prediction

Zizheng Zhang, Yiming Li, Justin Xu +6

Feasibility of Identifying Factors Related to Alzheimer's Disease and Related Dementia in Real-World Data

Aokun Chen, Qian Li, Yu Huang +7

What to Ignore, What to React: Visually Robust RL Fine-Tuning of VLA Models

Yuanfang Peng, Jingjing Fu, Chuheng Zhang +6

DTC: A Deformable Transposed Convolution Module for Medical Image Segmentation

Chengkun Sun, Jinqian Pan, Renjie Liang +4

Learning Additively Compositional Latent Actions for Embodied AI

Hangxing Wei, Xiaoyu Chen, Chuheng Zhang +5

OphMAE: Bridging Volumetric and Planar Imaging with a Foundation Model for Adaptive Ophthalmological Diagnosis

Tienyu Chang, Zhen Chen, Renjie Liang +9

Environment Scan of Generative AI Infrastructure for Clinical and Translational Science

Betina Idnay, Zihan Xu, William G. Adams +54

Temporal Subtyping of Alzheimer's Disease Using Medical Conditions Preceding Alzheimer's Disease Onset in Electronic Health Records

Zhe He, Shubo Tian, Arslan Erdengasileng +2

Empowering Large Language Models on Robotic Manipulation with Affordance Prompting

Guangran Cheng, Chuheng Zhang, Wenzhe Cai +3

Comprehensive Study on German Language Models for Clinical and Biomedical Text Understanding

Ahmad Idrissi-Yaghir, Amin Dada, Henning Schäfer +17

R&D-Agent: An LLM-Agent Framework Towards Autonomous Data Science

Xu Yang, Xiao Yang, Shikai Fang +13

Thinking with Blueprints: Assisting Vision-Language Models in Spatial Reasoning via Structured Object Representation

Weijian Ma, Shizhao Sun, Tianyu Yu +3

MC-BERT: Efficient Language Pre-Training via a Meta Controller

Zhenhui Xu, Linyuan Gong, Guolin Ke +5

Beyond Human Demonstrations: Diffusion-Based Reinforcement Learning to Generate Data for VLA Training

Rushuai Yang, Hangxing Wei, Ran Zhang +8

Compositional 3D-aware Video Generation with LLM Director

Hanxin Zhu, Tianyu He, Anni Tang +3

TD3 with Reverse KL Regularizer for Offline Reinforcement Learning from Mixed Datasets

Yuanying Cai, Chuheng Zhang, Li Zhao +6

ReLayout: Versatile and Structure-Preserving Design Layout Editing via Relation-Aware Design Reconstruction

Jiawei Lin, Shizhao Sun, Danqing Huang +3

OmniBioTwin: A System-of-Twinned-Systems Framework for Health Digital Twins

Zhaohui Wang, Yu Huang, Jiang Bian

Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic-Procedural Memory

Sijia Li, Yuchen Huang, Zifan Liu +6

FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models

Zhanwei Zhang, Shizhao Sun, Wenxiao Wang +2

A Study of Social and Behavioral Determinants of Health in Lung Cancer Patients Using Transformers-based Natural Language Processing Models

Zehao Yu, Xi Yang, Chong Dang +8

Exploring the Limits of Differentially Private Deep Learning with Group-wise Clipping

Jiyan He, Xuechen Li, Da Yu +6

ResiDual: Transformer with Dual Residual Connections

Shufang Xie, Huishuai Zhang, Junliang Guo +6

Co-Evolving Latent Action World Models

Yucen Wang, Fengming Zhang, De-Chuan Zhan +3

Generating Full-field Evolution of Physical Dynamics from Irregular Sparse Observations

Panqi Chen, Yifan Sun, Lei Cheng +6

ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer

Jiawen Zhang, Shun Zheng, Xumeng Wen +3

NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining

Chenguo Lin, Xumeng Wen, Wei Cao +4

LiveMathematicianBench: A Live Benchmark for Mathematician-Level Reasoning with Proof Sketches

Linyang He, Qiyao Yu, Hanze Dong +5

Light Multi-segment Activation for Model Compression

Zhenhui Xu, Guolin Ke, Jia Zhang +2

GEAR: Granularity-Adaptive Advantage Reweighting for LLM Agents via Self-Distillation

Sijia Li, Yuchen Huang, Zifan Liu +7

XTSFormer: Cross-Temporal-Scale Transformer for Irregular-Time Event Prediction in Clinical Applications

Tingsong Xiao, Zelin Xu, Wenchong He +8

LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm

Ziyu Liu, Guolin Ke, Jiang Bian +1

A Study on ReLU and Softmax in Transformer

Kai Shen, Junliang Guo, Xu Tan +3

SolarSeer: Ultrafast and accurate 24-hour solar irradiance forecasts outperforming numerical weather prediction across the USA

Mingliang Bai, Zuliang Fang, Shengyu Tao +14

GASA-UNet: Global Axial Self-Attention U-Net for 3D Medical Image Segmentation

Chengkun Sun, Russell Stevens Terry, Jiang Bian +1

Deliberate then Generate: Enhanced Prompting Framework for Text Generation

Bei Li, Rui Wang, Junliang Guo +7

Functional Complexity-adaptive Temporal Tensor Decomposition

Panqi Chen, Lei Cheng, Jianlong Li +4

MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process

Xinyao Fan, Yueying Wu, Chang Xu +3

Me LLaMA: Foundation Large Language Models for Medical Applications

Qianqian Xie, Qingyu Chen, Aokun Chen +15

DDG-DA: Data Distribution Generation for Predictable Concept Drift Adaptation

Wendi Li, Xiao Yang, Weiqing Liu +2

InvDiff: Invariant Guidance for Bias Mitigation in Diffusion Models

Min Hou, Yueying Wu, Chang Xu +4

WordRep: A Benchmark for Research on Learning Word Representations

Bin Gao, Jiang Bian, Tie-Yan Liu

Towards Data-Centric Automatic R&D

Haotian Chen, Xinjie Shen, Zeqi Ye +6

Low latency carbon budget analysis reveals a large decline of the land carbon sink in 2023

Piyu Ke, Philippe Ciais, Stephen Sitch +13

Reinforce-Ada: An Adaptive Sampling Framework under Non-linear RL Objectives

Wei Xiong, Chenlu Ye, Baohao Liao +6

Generative AI for Health Technology Assessment: Opportunities, Challenges, and Policy Considerations

Rachael Fleurence, Jiang Bian, Xiaoyan Wang +4

PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment

Yang Tian, Rui Wang, Xumeng Wen +5

Multi-Objective Personalized Product Retrieval in Taobao Search

Yukun Zheng, Jiang Bian, Guanghao Meng +7

UniEdit: A Unified Tuning-Free Framework for Video Motion and Appearance Editing

Jianhong Bai, Tianyu He, Yuchi Wang +4

Automatic Safety Helmet Wearing Detection

Kang Li, Xiaoguang Zhao, Jiang Bian +1

FWDA: a Fast Wishart Discriminant Analysis with its Application to Electronic Health Records Data Classification

Haoyi Xiong, Wei Cheng, Wenqing Hu +2

PIG-Nav: Key Insights for Pretrained Image Goal Navigation Models

Jiansong Wan, Chengming Zhou, Jinkua Liu +14

AD-CDO: A Lightweight Ontology for Representing Eligibility Criteria in Alzheimer's Disease Clinical Trials

Zenan Sun, Rashmie Abeysinghe, Xiaojin Li +5

Model Tuning or Prompt Tuning? A Study of Large Language Models for Clinical Concept and Relation Extraction

Cheng Peng, Xi Yang, Kaleb E Smith +4

PromptTTS 2: Describing and Generating Voices with Text Prompt

Yichong Leng, Zhifang Guo, Kai Shen +12

A Communication-Efficient Distributed Algorithm for Learning with Heterogeneous and Structurally Incomplete Multi-Site Data

Xiaokang Liu, Yuchen Yang, Yifei Sun +4

From Supervised to Generative: A Novel Paradigm for Tabular Deep Learning with Large Language Models

Xumeng Wen, Han Zhang, Shun Zheng +2

ResGrad: Residual Denoising Diffusion Probabilistic Models for Text to Speech

Zehua Chen, Yihan Wu, Yichong Leng +9

Enhancing Prediction Models for One-Year Mortality in Patients with Acute Myocardial Infarction and Post Myocardial Infarction Syndrome

Seyedeh Neelufar Payrovnaziri, Laura A. Barrett, Daniel Bis +2

Interpretable Deep Learning: Interpretation, Interpretability, Trustworthiness, and Beyond

Xuhong Li, Haoyi Xiong, Xingjian Li +5

Explaining Algorithmic Fairness Through Fairness-Aware Causal Path Decomposition

Weishen Pan, Sen Cui, Jiang Bian +2

Assessing the Validity of a a priori Patient-Trial Generalizability Score using Real-world Data from a Large Clinical Data Research Network: A Colorectal Cancer Clinical Trial Case Study

Qian Li, Zhe He, Yi Guo +5

Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction

Ziniu Hu, Weiqing Liu, Jiang Bian +2

Identifying and Decomposing Compound Ingredients in Meal Plans Using Large Language Models

Leon Kopitar, Leon Bedrac, Larissa J Strath +2

A Cooperative Multi-Agent Reinforcement Learning Framework for Resource Balancing in Complex Logistics Network

Xihan Li, Jia Zhang, Jiang Bian +2

Integrating Crowdsourcing and Active Learning for Classification of Work-Life Events from Tweets

Yunpeng Zhao, Mattia Prosperi, Tianchen Lyu +2

SkillWiki: A Living Knowledge Infrastructure for Agent Skills

Dingcheng Huang, Yuda Ding, Bingshuo Liu +8

Solving Verbal Comprehension Questions in IQ Test by Knowledge-Powered Word Embedding

Huazheng Wang, Fei Tian, Bin Gao +2