Generative Model

Manifolds, Random Matrices and Spectral Gaps: The geometric phases of generative diffusion ICLR 2025 Masked Diffusion Models are Secretly Time-Agnostic Masked Models and Exploit Inaccurate Categorical Sampling ICLR 2025 MDDM: A Multi-view Discriminative Enhanced Diffusion-based Model for Speech Enhancement Interspeech 2025 Mitigating analytical variability in fMRI with style transfer MIDL 2025 NRFlow: Towards Noise-Robust Generative Modeling via High-Order Mechanism UAI 2025 Point-Based Shape Representation Generation with a Correspondence-Preserving Diffusion Model MIDL 2025 Rate of Model Collapse in Recursive Training AISTATS 2025 ReFlow-VC: Zero-shot Voice Conversion Based on Rectified Flow and Speaker Feature Optimization Interspeech 2025 RetroDiff: Retrosynthesis as Multi-stage Distribution Interpolation AISTATS 2025 ScoreFusion: Fusing Score-based Generative Models via Kullback–Leibler Barycenters AISTATS 2025 SemlaFlow – Efficient 3D Molecular Generation with Latent Attention and Equivariant Flow Matching AISTATS 2025 Simulation-Free Differential Dynamics Through Neural Conservation Laws UAI 2025 SNR-Aligned Consistent Diffusion for Adaptive Speech Enhancement Interspeech 2025 Unveiling the Power of Source: Source-based Minimum Bayes Risk Decoding for Neural Machine Translation ACL 2025 Variational Schrödinger Momentum Diffusion AISTATS 2025 A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction IJCAI 2024 Diverse Yet Biased: Towards Mitigating Biases in Generative AI (Student Abstract) AAAI 2024 Dynamics-Informed Protein Design with Structure Conditioning ICLR 2024 Expected flow networks in stochastic environments and two-player zero-sum games ICLR 2024 Multi-Source Diffusion Models for Simultaneous Music Generation and Separation ICLR 2024 To smooth a cloud or to pin it down: Expressiveness guarantees and insights on score matching in denoising diffusion models UAI 2024 Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series NeurIPS 2024 Deep Generative Symbolic Regression ICLR 2023 Denoising Diffusion Error Correction Codes ICLR 2023 Few-shot Generation via Recalling Brain-Inspired Episodic-Semantic Memory NeurIPS 2023