A general method to find an optimal sampling schedule for inference in discrete diffusion
A method efficiently leverages online human feedback to fine-tune Stable Diffusion for various range of tasks
An enhanced multimodal representation using weighted point clouds and its theoretical benefits
A 64x64 pre-trained diffusion model is all you need for 1-step high-resolution SOTA generation
Unified framework enables diverse samplers and 1-step generation SOTAs
Applications:
[SoundGen]
Fast, Efficient, Training-Free, and Controllable diffusion-based generation method
Theoretically unified framework for "consistency" on diffusion model
Few-shot Dialogue Strategy Learning for Motivational Interviewing via Inductive Reasoning
PeaCoK: Persona Commonsense Knowledge for Consistent and Engaging Narratives
(Outstanding Paper Award)
VRVQ: Variable Bitrate Residual Vector Quantization for Audio Compression
Latent Diffusion Bridges for Unsupervised Musical Audio Timbre Transfer
Searching For Music Mixing Graphs: A Pruning Approach
Improving Unsupervised Clean-to-Rendered Guitar Tone Transformation Using GANs and Integrated Unaligned Clean Data
MusicMagus: Zero-Shot Text-to-Music Editing via Diffusion Models
Timbre-Trap: A Low-Resource Framework for Instrument-Agnostic Music Transcription
VRDMG: Vocal Restoration via Diffusion Posterior Sampling with Multiple Guidance
Automatic Piano Transcription with Hierarchical Frequency-Time Transformer
An Attention-based Approach To Hierarchical Multi-label Music Instrument Classification
Unsupervised Vocal Dereverberation with Diffusion-based Generative Models
Music Mixing Style Transfer: A Contrastive Learning Approach to Disentangle Audio Effects
DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability
Hierarchical Diffusion Models for Singing Voice Neural Vocoder
Distortion Audio Effects: Learning How to Recover the Clean Signal
Automatic Music Mixing with Deep Learning and Out-of-Domain Data
Automatic DJ Transitions with Differentiable Audio Effects and Generative Adversarial Networks
MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesis
MMDisCo: Multi-Modal Discriminator-Guided Cooperative Diffusion for Joint Audio and Video Generation
SoundCTM: Unifying Score-based and Consistency Models for Full-band Text-to-Sound Generation
Mining Your Own Secrets: Diffusion Classifier Scores for Continual Personalization of Text-to-Image Diffusion Models
GenWarp: Single Image to Novel Views with Semantic-Preserving Generative Warping
STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound Events
CLIPSep: Learning Text-queried Sound Separation with Noisy Unlabeled Videos
BigVSAN: Enhancing GAN-based Neural Vocoders with Slicing Adversarial Network
Zero- and Few-shot Sound Event Localization and Detection
Extending Audio Masked Autoencoders Toward Audio Restoration
Diffiner: A Versatile Diffusion-based Generative Refiner for Speech Enhancement
Sound Event Localization and Detection Evaluated in Real Spatial Sound Scenes
