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Papers
Nonlinear function-on-function regression by RKHS
JMLR 2026
Gradient-Based Nonlinear Rehearsal Learning with Multivariate Alterations
AAAI 2025
Nonlinear functional regression by functional deep neural network with kernel embedding
JMLR 2025
Conditional Instrumental Variable Regression with Representation Learning for Causal Inference
ICLR 2024
High-Dimensional Analysis for Generalized Nonlinear Regression: From Asymptotics to Algorithm
AAAI 2024
Inference of nonlinear causal effects with application to TWAS with GWAS summary data
CLeaR 2024
Learning Diffusions under Uncertainty
AAAI 2024
Pretrained Transformer Efficiently Learns Low-Dimensional Target Functions In-Context
NeurIPS 2024
Scalable Higher-Order Tensor Product Spline Models
AISTATS 2024
Anchor Data Augmentation
NeurIPS 2023
Posterior Consistency for Bayesian Relevance Vector Machines
JMLR 2023
ELO-SPHERES intelligibility prediction model for the Clarity Prediction Challenge 2022
Interspeech 2022
Fast Instrument Learning with Faster Rates
NeurIPS 2022
Closing the BIG-LID: An Effective Local Intrinsic Dimensionality Defense for Nonlinear Regression Poisoning
IJCAI 2021
katildakat at SemEval-2021 Task 1: Lexical Complexity Prediction of Single Words and Multi-Word Expressions in English
SemEval 2021
Learning Deep Features in Instrumental Variable Regression
ICLR 2021
Uncertainty-aware sensitivity analysis using Rényi divergences
UAI 2021
Dual Instrumental Variable Regression
NeurIPS 2020
Estimating Stochastic Linear Combination of Non-Linear Regressions
AAAI 2020
Minimal Learning Machine: Theoretical Results and Clustering-Based Reference Point Selection
JMLR 2020
Lifting high-dimensional non-linear models with Gaussian regressors
AISTATS 2019
Deep Regression Forests for Age Estimation
CVPR 2018
Sparsity-Constrained Weight Mapping for Head-Related Transfer Functions Individualization from Anthropometric Features
Interspeech 2018
Global SNR Estimation of Speech Signals for Unknown Noise Conditions Using Noise Adapted Non-Linear Regression
Interspeech 2017
Soft-Margin Mixture of Regressions
CVPR 2017