2025
External Large Foundation Model: How to Efficiently Serve Trillions of Parameters for Online Ads Recommendation.
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CoRR, February, 2025
External Large Foundation Model: How to Efficiently Serve Trillions of Parameters for Online Ads Recommendation.
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Proceedings of the Companion Proceedings of the ACM on Web Conference 2025, 2025
2024
InterFormer: Towards Effective Heterogeneous Interaction Learning for Click-Through Rate Prediction.
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CoRR, 2024
2018
Hulu video recommendation: from relevance to reasoning.
Proceedings of the 12th ACM Conference on Recommender Systems, 2018
Fast Greedy MAP Inference for Determinantal Point Process to Improve Recommendation Diversity.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018
2017
Improving the Diversity of Top-N Recommendation via Determinantal Point Process.
CoRR, 2017
2016
Square-Root Lasso With Nonconvex Regularization: An ADMM Approach.
IEEE Signal Process. Lett., 2016
Cross Validation in Compressive Sensing and its Application of OMP-CV Algorithm.
CoRR, 2016
Performance estimation of sparse signal recovery under Bernoulli random projection with oracle information.
Proceedings of the 2016 IEEE International Conference on Digital Signal Processing, 2016
2015
On the Null Space Constant for ℓ<sub>p</sub> Minimization.
IEEE Signal Process. Lett., 2015
Dynamic zero-point attracting projection for time-varying sparse signal recovery.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Local and global optimality of LP minimization for sparse recovery.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Fast sparse recovery via non-convex optimization.
Proceedings of the 2015 IEEE Global Conference on Signal and Information Processing, 2015
2014
The Convergence Guarantees of a Non-Convex Approach for Sparse Recovery.
IEEE Trans. Signal Process., 2014
Robust sparse recovery via non-convex optimization.
Proceedings of the 19th International Conference on Digital Signal Processing, 2014
Robust recovery of low-rank matrices via non-convex optimization.
Proceedings of the 19th International Conference on Digital Signal Processing, 2014
On the theoretical analysis of cross validation in compressive sensing.
Proceedings of the IEEE International Conference on Acoustics, 2014
The convergence guarantees of a non-convex approach for sparse recovery using regularized least squares.
Proceedings of the IEEE International Conference on Acoustics, 2014
2013
On the Performance Bound of Sparse Estimation With Sensing Matrix Perturbation.
IEEE Trans. Signal Process., 2013
Perturbation Analysis of Orthogonal Matching Pursuit.
IEEE Trans. Signal Process., 2013
Oracle-Order Recovery Performance of Greedy Pursuits With Replacement Against General Perturbations.
IEEE Trans. Signal Process., 2013
Backtracking matching pursuit with supplement set of arbitrary size.
Proceedings of the IEEE International Conference on Acoustics, 2013
From least squares to sparse: A non-convex approach with guarantee.
Proceedings of the IEEE International Conference on Acoustics, 2013
On estimating the loss of signal-to-noise ratio in compressive sensing based systems.
Proceedings of the 2013 IEEE China Summit and International Conference on Signal and Information Processing, 2013
2012
Proof of Convergence and Performance Analysis for Sparse Recovery via Zero-Point Attracting Projection.
IEEE Trans. Signal Process., 2012
Retrieval of sparse solutions of multiple-measurement vectors via zero-point attracting projection.
Signal Process., 2012
On the Performance Bound of Sparse Estimation with Sensing Matrix Perturbation
CoRR, 2012
Retrieve Sparse Solution of Multiple-Measurement Vectors via Zero-point Attracting Projection
CoRR, 2012
Near-oracle Recovery Performance of Greedy Pursuits with Replacement against General Perturbations
CoRR, 2012
Performance analysis of Orthogonal Matching Pursuit under general perturbations.
Proceedings of the International Conference on Computing, Networking and Communications, 2012
Greedy pursuits: Stability of recovery performance against general perturbations.
Proceedings of the International Conference on Computing, Networking and Communications, 2012
Quantization reference voltage of the Modulated Wideband Converter.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Robustness of orthogonal matching pursuit for multiple measurement vectors in noisy scenario.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
2011
Performance of Orthogonal Matching Pursuit for Multiple Measurement Vectors
CoRR, 2011