Guang Cheng

Error Analysis of Discrete Flow with Generator Matching

Finetuning-free Alignment of Diffusion Model for Text-to-Image Generation

Discrete Guidance Matching: Exact Guidance for Discrete Flow Matching

``Noisier'’ Noise Contrastive Estimation is (Almost) Maximum Likelihood

SAMoE-VAE: A Tabular Foundation Model with a Schema-Aware Mixture-of-Experts Variational Autoencoder

Privacy Auditing Synthetic Data Release through Local Likelihood Attacks

When Tables Leak: Attacking Digit Memorization in LLM-Based Tabular Data Generation

CTSyn: A Foundation Model for Cross Tabular Data Generation

MissDiff: Training Diffusion Models on Tabular Data with Missing Values

Discriminative Estimation of Total Variation Distance: A Fidelity Auditor for Generative Data

Gen-LRA: Towards a Principled Membership Inference Attack for Generative Models

Context-Aware Online Recommendation with Bayesian Incentive Compatibility

TimeAutoDiff: Generation of Heterogeneous Time Series Data via Latent Diffusion Model