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Papers
MoE-SVD: Structured Mixture-of-Experts LLMs Compression via Singular Value Decomposition
ICML 2025
A Phase Transition between Positional and Semantic Learning in a Solvable Model of Dot-Product Attention
NeurIPS 2024
Efficient Pareto Manifold Learning with Low-Rank Structure
ICML 2024
Efficient Frameworks for Generalized Low-Rank Matrix Bandit Problems
NeurIPS 2022
The interplay between randomness and structure during learning in RNNs
NeurIPS 2020
Riemannian Optimization for Skip-Gram Negative Sampling
ACL 2017
Bayesian inference for low rank spatiotemporal neural receptive fields
NeurIPS 2013
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses
NeurIPS 2013
Active Learning of Multi-Index Function Models
NeurIPS 2012
A Denoising View of Matrix Completion
NeurIPS 2011
RTRMC: A Riemannian trust-region method for low-rank matrix completion
NeurIPS 2011
Universal low-rank matrix recovery from Pauli measurements
NeurIPS 2011
Online Learning in The Manifold of Low-Rank Matrices
NeurIPS 2010