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Papers
High-dimensional (Group) Adversarial Training in Linear Regression
NeurIPS 2024
How Many Pretraining Tasks Are Needed for In-Context Learning of Linear Regression?
ICLR 2024
Large Language Models as Optimizers
ICLR 2024
Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning
ICML 2024
Learning from Aggregate responses: Instance Level versus Bag Level Loss Functions
ICLR 2024
Learning from many trajectories
JMLR 2024
Learning from Uncertain Data: From Possible Worlds to Possible Models
NeurIPS 2024
Linear Regression using Heterogeneous Data Batches
NeurIPS 2024
Linear Regression With Unmatched Data: A Deconvolution Perspective
JMLR 2024
Low-Rank Approximation of Structural Redundancy for Self-Supervised Learning
CLeaR 2024
Minimax Linear Regression under the Quantile Risk
COLT 2024
Minimum-Norm Interpolation Under Covariate Shift
ICML 2024
Near-Interpolators: Rapid Norm Growth and the Trade-Off between Interpolation and Generalization
AISTATS 2024
One Step of Gradient Descent is Provably the Optimal In-Context Learner with One Layer of Linear Self-Attention
ICLR 2024
On the Efficiency of ERM in Feature Learning
NeurIPS 2024
On the relationship between speech production and vocabulary size in 3-5 year olds
Interspeech 2024
Private Gradient Descent for Linear Regression: Tighter Error Bounds and Instance-Specific Uncertainty Estimation
ICML 2024
Private Learning with Public Features
AISTATS 2024
Provable and Efficient Dataset Distillation for Kernel Ridge Regression
NeurIPS 2024
Reconstruction Attacks on Machine Unlearning: Simple Models are Vulnerable
NeurIPS 2024
Risk Bounds of Accelerated SGD for Overparameterized Linear Regression
ICLR 2024
Robust Sparse Regression with Non-Isotropic Designs
NeurIPS 2024
Scaling Laws in Linear Regression: Compute, Parameters, and Data
NeurIPS 2024
Team jelarson at SemEval 2024 Task 8: Predicting Boundary Line Between Human and Machine Generated Text
SemEval 2024
Test-Time Linear Out-of-Distribution Detection
CVPR 2024