activity
20182023
most citedGood Subnetworks Provably Exist: Pruning via Greedy Forward Selection

52 citations · 212 across the 22 of their papers we have counts for

collaborators

22 papers

cs.CV2023

Efficient Transformer-based 3D Object Detection with Dynamic Token Halting

Mao Ye, Gregory P. Meyer, Yuning Chai +1

Balancing efficiency and accuracy is a long-standing problem for deploying deep learning models. The trade-off is even more important for real-time safety-critical systems like aut…

cs.CV2022★ 3 cited

First Hitting Diffusion Models for Generating Manifold, Graph and Categorical Data

Mao Ye, Lemeng Wu, Qiang Liu

We propose a family of First Hitting Diffusion Models (FHDM), deep generative models that generate data with a diffusion process that terminates at a random first hitting time. Thi…

cs.LG2022★ 6 cited

BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach

Mao Ye, Bo Liu, Stephen Wright +2

Bilevel optimization (BO) is useful for solving a variety of important machine learning problems including but not limited to hyperparameter optimization, meta-learning, continual…

cs.LG2022

Future Gradient Descent for Adapting the Temporal Shifting Data Distribution in Online Recommendation Systems

Mao Ye, Ruichen Jiang, Haoxiang Wang +6

One of the key challenges of learning an online recommendation model is the temporal domain shift, which causes the mismatch between the training and testing data distribution and…

cs.LG2022★ 19 cited

Diffusion-based Molecule Generation with Informative Prior Bridges

Lemeng Wu, Chengyue Gong, Xingchao Liu +2

AI-based molecule generation provides a promising approach to a large area of biomedical sciences and engineering, such as antibody design, hydrolase engineering, or vaccine develo…

cs.CV2022★ 1 cited

Bit Allocation using Optimization

Tongda Xu, Han Gao, Chenjian Gao +10

In this paper, we consider the problem of bit allocation in Neural Video Compression (NVC). First, we reveal a fundamental relationship between bit allocation in NVC and Semi-Amort…