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Papers
Uncertainty-Aware Contrastive Learning with Hard Negative Sampling for Code Search Tasks
AAAI 2025
Active Learning of General Halfspaces: Label Queries vs Membership Queries
NeurIPS 2024
A faster and simpler algorithm for learning shallow networks
COLT 2024
Divide and not forget: Ensemble of selectively trained experts in Continual Learning
ICLR 2024
PEARL: Zero-shot Cross-task Preference Alignment and Robust Reward Learning for Robotic Manipulation
ICML 2024
Reliable Learning of Halfspaces under Gaussian Marginals
NeurIPS 2024
Robust Sparse Estimation for Gaussians with Optimal Error under Huber Contamination
ICML 2024
Sample and Computationally Efficient Robust Learning of Gaussian Single-Index Models
NeurIPS 2024
Stochastic positional embeddings improve masked image modeling
ICML 2024
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning
NeurIPS 2024
Testable Learning of General Halfspaces with Adversarial Label Noise
COLT 2024
Testably Learning Polynomial Threshold Functions
NeurIPS 2024
Uncertainty-aware retinal layer segmentation in OCT through probabilistic signed distance functions
MIDL 2024
Understanding Generalizability of Diffusion Models Requires Rethinking the Hidden Gaussian Structure
NeurIPS 2024
Unifying Multi-Modal Uncertainty Modeling and Semantic Alignment for Text-to-Image Person Re-identification
AAAI 2024
Agnostic Learning of General ReLU Activation Using Gradient Descent
ICLR 2023
Boosting Few-Shot Text Classification via Distribution Estimation
AAAI 2023
Boosting Semi-Supervised Semantic Segmentation with Probabilistic Representations
AAAI 2023
Dealing with Unknown Variances in Best-Arm Identification
ALT 2023
Distributed Hierarchical Distribution Control for Very-Large-Scale Clustered Multi-Agent Systems
RSS 2023
Diversity-enhanced probabilistic ensemble for uncertainty estimation
UAI 2023
Efficient Testable Learning of Halfspaces with Adversarial Label Noise
NeurIPS 2023
Gaussian Distributed Prototypical Network for Few-shot Genomic Variant Detection
ACL 2023
IPCC-TP: Utilizing Incremental Pearson Correlation Coefficient for Joint Multi-Agent Trajectory Prediction
CVPR 2023
Learning Narrow One-Hidden-Layer ReLU Networks
COLT 2023