I. Deep Generative Modeling
CTM
[arXiv] [demo]
Unified framework enables diverse samplers and 1-step generation SOTAs
(ICLR2024)
SAN
![](./assets/SAN.png)
[arXiv] [code] [demo]
Enhancing GAN with metrizable discriminators
(ICLR2024)
Applications:
[Vocoder]
MPGD
![](./assets/MPGD.png)
[arXiv] [demo]
Fast, Efficient, Training-Free, and Controllable diffusion-based generation method
(ICLR2024)
HQ-VAE
![](./assets/hqvae.png)
[OpenReview] [arXiv]
Generalizing hierarchical VQ-VAEs with a Bayesian framework
(TMLR2024)
GibbsDDRM
![](./assets/GibbsDDRM.png)
[PMLR] [code]
Achieving blind inversion using DDPM
(ICML2023 Oral)
Applications:
[DeReverb]
[SpeechEnhance]
Consistency-type Models
![](./assets/ctm_thumbnail.png)
[arXiv]
Theoretically unified framework for "consistency" on diffusion models
(ICML2023 SPIGM workshop)
II. Multimodal NLP
DiffuCOMET
![](./assets/diffcomet.png)
[ACL] [arXiv] [code]
DiffuCOMET: Contextual Commonsense Knowledge Diffusion
(ACL2024)
CyCLIPs/CyCLAPs
![](./assets/cyclips.png)
[ACL] [arXiv]
On the Language Encoder of Contrastive Cross-modal Models
(ACL2024 Findings)
DIIR
![](./assets/diir.png)
[ACL] [arXiv] [code]
Few-shot Dialogue Strategy Learning for Motivational Interviewing via Inductive Reasoning
(ACL2024 Findings)
III. Music & Cinematic Technologies
Mixing Graph Estimation
![](./assets/grafx.png)
[arXiv] [code] [demo]
Searching For Music Mixing Graphs: A Pruning Approach
(DAFx24)
Guitar Amp. Modeling
![](./assets/guitarampmodeling.png)
[arXiv]
Improving Unsupervised Clean-to-Rendered Guitar Tone Transformation Using GANs and Integrated Unaligned Clean Data
(DAFx24)
Text-to-Music Editing
![](./assets/musicmagus.png)
[arXiv] [code] [demo]
MusicMagus: Zero-Shot Text-to-Music Editing via Diffusion Models
(IJCAI2024)
STARSS23
![](./assets/STARSS23.png)
[arXiv] [Dataset]
STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound Events
(NeurIPS2023)
BigVSAN Vocoder
![](./assets/BigVSAN.png)
[arXiv] [code] [demo]
BigVSAN: Enhancing GAN-based Neural Vocoders with Slicing Adversarial Network
(ICASSP2024)
Instr.-Agnostic Trans.
![](./assets/timbretrap.png)
[arXiv]
Timbre-Trap: A Low-Resource Framework for Instrument-Agnostic Music Transcription
(ICASSP2024)
Vocal Restoration
![](./assets/vrdmg.png)
[arXiv]
VRDMG: Vocal Restoration via Diffusion Posterior Sampling with Multiple Guidance
(ICASSP2024)
Zero-/Few-shot SELD
![](./assets/ZeroFewSELD.png)
[arXiv]
Zero- and Few-shot Sound Event Localization and Detection
(ICASSP2024)
CLIPSep
![](./assets/CLIPSep.png)
[OpenReview] [arXiv] [code] [demo]
CLIPSep: Learning Text-queried Sound Separation with Noisy Unlabeled Videos
(ICLR2023)
hFT-Transformer
![](./assets/hfttransformer.png)
[arXiv] [code]
Automatic Piano Transcription with Hierarchical Frequency-Time Transformer
(ISMIR2023)
Audio Restoration: ViT-AE
![](./assets/vitae.png)
[IEEE] [arXiv] [demo]
Extending Audio Masked Autoencoders Toward Audio Restoration
(WASPAA2023)
Diffiner
![](./assets/Diffiner.png)
[ISCA] [arXiv] [code]
Diffiner: A Versatile Diffusion-based Generative Refiner for Speech Enhancement
(INTERSPEECH2023)
Automatic Music Tagging
![](./assets/ResAtt.png)
[arXiv]
An Attention-based Approach To Hierarchical Multi-label Music Instrument Classification
(ICASSP2023)
Vocal Dereverberation
![](./assets/dereverb.png)
[arXiv] [demo]
Unsupervised Vocal Dereverberation with Diffusion-based Generative Models
(ICASSP2023)
Mixing Style Transfer
![](./assets/mixstyletransfer.png)
[arXiv] [code] [demo]
Music Mixing Style Transfer: A Contrastive Learning Approach to Disentangle Audio Effects
(ICASSP2023)
Music Transcription
![](./assets/amt.png)
[arXiv] [code] [demo]
DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability
(ICASSP2023)
Singing Voice Vocoder
![](./assets/vocoder.png)
[arXiv] [demo]
Hierarchical Diffusion Models for Singing Voice Neural Vocoder
(ICASSP2023)
Distortion Effect Removal
![](./assets/deeffect.png)
[poster] [arXiv] [demo]
Distortion Audio Effects: Learning How to Recover the Clean Signal
(ISMIR2022)
Automatic Music Mixing
![](./assets/automix.png)
[poster] [arXiv] [code] [demo]
Automatic Music Mixing with Deep Learning and Out-of-Domain Data
(ISMIR2022)
Automatic DJ Transition
![](./assets/djtransgan.png)
[arXiv] [code] [demo]
Automatic DJ Transitions with Differentiable Audio Effects and Generative Adversarial Networks
(ICASSP2022)
Sound Event Localization and Detection
![](./assets/ACCDOA.png)
[IEEE] [arXiv]
Multi-ACCDOA: Localizing and Detecting Overlapping Sounds from the Same Class with Auxiliary Duplicating Permutation Invariant Training
(ICASSP2022)
Sound Separation
![](./assets/enoch_arden.jpg)
[video] [site]
Glenn Gould and Kanji Ishimaru 2021: A collaboration with AI Sound Separation after 60 years
Sound Demixing Challenge 2023
![](./assets/SDX.png)
[site] [paper (music)] [paper (cinematic)]
Sound Demixing Challenge 2023
DCASE Challenge
![](./assets/DCASE.png)
[DCASE Challenge2023]
Sound Event Localization and Detection Evaluated in Real Spatial Sound Scenes