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Papers
Beyond Unconstrained Features: Neural Collapse for Shallow Neural Networks with General Data
JMLR 2026
Eigen-Spike Emergence and Quadratic Equivalents for Conjugate Kernels on Nonlinearly Separable Data
COLT 2026
Elucidating the SNR-t Bias of Diffusion Probabilistic Models
CVPR 2026
GOMPSNR: Reflourish the Signal-to-Noise Ratio Metric for Audio Generation Tasks
AAAI 2026
Learning to Tune Optical WANs: A Field Deployment of Noise Models in Optical Networks
NSDI 2026
MERLIN: Building Low-SNR Robust Multimodal LLMs for Electromagnetic Signals
CVPR 2026
MMG: Mutual Information Estimation via the MMSE Gap in Diffusion
UAI 2026
rPPG-VQA: A Video Quality Assessment Framework for Unsupervised rPPG Training
CVPR 2026
Style-Friendly SNR Sampler for Style-Driven Generation
WACV 2026
ASR Under Noise: Exploring Robustness for Sundanese and Javanese
EMNLP 2025
Attention-Only Transformers via Unrolled Subspace Denoising
ICML 2025
Benign Overfitting in Token Selection of Attention Mechanism
ICML 2025
Denoising Diffusion Models for High-Resolution Microscopy Image Restoration
WACV 2025
Feature Selection for Latent Factor Models
CVPR 2025
FeelNet: A Lightweight Fast Fourier Transform EEG-based Emotion Recognition Network
ACML 2025
Generalizable Non-Line-of-Sight Imaging with Learnable Physical Priors
ICCV 2025
Graph Attention is Not Always Beneficial: A Theoretical Analysis of Graph Attention Mechanisms via Contextual Stochastic Block Models
ICML 2025
Improved Noise Schedule for Diffusion Training
ICCV 2025
Learning Causal Response Representations through Direct Effect Analysis
UAI 2025
Learning Mixtures of Experts with EM: A Mirror Descent Perspective
ICML 2025
Lidar Waveforms are Worth 40x128x33 Words
ICCV 2025
Randomization Can Reduce Both Bias and Variance: A Case Study in Random Forests
JMLR 2025
Robust Automatic Modulation Classification with Fuzzy Regularization
ICML 2025
ROTI-GCV: Generalized Cross-Validation for right-ROTationally Invariant Data
AISTATS 2025
SNR-Aligned Consistent Diffusion for Adaptive Speech Enhancement
Interspeech 2025