Improving Pareto Front Learning via Multi-Sample Hypernetworks

Improving Pareto Front Learning via Multi-Sample Hypernetworks

2 December 2022

Thang Tran Ngoc

Papers citing "Improving Pareto Front Learning via Multi-Sample Hypernetworks"

18 / 18 papers shown

Title
Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond Weiyu Chen Xiaoyuan Zhang Baijiong Lin Xi Victoria Lin Han Zhao Qingfu Zhang James T. Kwok 75 2 0 19 Jan 2025
A Survey of Controllable Learning: Methods and Applications in Information Retrieval Chenglei Shen Xiao Zhang Teng Shi Changshuo Zhang Guofu Xie Jun Xu 63 5 0 03 Jan 2025
HyperDPO: Hypernetwork-based Multi-Objective Fine-Tuning Framework Yinuo Ren Tesi Xiao Michael Shavlovsky Lexing Ying Holakou Rahmanian 23 0 0 10 Oct 2024
The Fairness-Quality Trade-off in Clustering Rashida Hakim Ana-Andreea Stoica Christos H. Papadimitriou M. Yannakakis FaML 19 0 0 19 Aug 2024
Efficient Pareto Manifold Learning with Low-Rank Structure Weiyu Chen James T. Kwok 30 6 0 30 Jul 2024
Pareto Front Approximation for Multi-Objective Session-Based Recommender Systems Timo Wilm Philipp Normann Felix Stepprath 23 2 0 23 Jul 2024
Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences Nikolaos Dimitriadis Pascal Frossard F. Fleuret MoE 64 6 0 10 Jul 2024
Towards Efficient Pareto Set Approximation via Mixture of Experts Based Model Fusion A. Tang Li Shen Yong Luo Shiwei Liu Han Hu Bo Du MoMe 23 6 0 14 Jun 2024
Data-Driven Preference Sampling for Pareto Front Learning Rongguang Ye Lei Chen Weiduo Liao Jinyuan Zhang H. Ishibuchi 33 2 0 12 Apr 2024
Collaborative Pareto Set Learning in Multiple Multi-Objective Optimization Problems Chikai Shang Rongguang Ye Jiaqi Jiang Fangqing Gu 32 1 0 01 Apr 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 40 1 0 28 Feb 2024
A Hyper-Transformer model for Controllable Pareto Front Learning with Split Feasibility Constraints Tran Anh Tuan Nguyen Viet Dung Tran Ngoc Thang 31 3 0 04 Feb 2024
Multi-Objective Optimization via Wasserstein-Fisher-Rao Gradient Flow Yinuo Ren Tesi Xiao Tanmay Gangwani A. Rangi Holakou Rahmanian Lexing Ying Subhajit Sanyal 25 2 0 22 Nov 2023
A Brief Review of Hypernetworks in Deep Learning Vinod Kumar Chauhan Jiandong Zhou Ping Lu Soheila Molaei David A. Clifton 25 93 0 12 Jun 2023
Multiobjective Logistics Optimization for Automated ATM Cash Replenishment Process Bui Tien Thanh Dinh Van Tuan Tuan Anh Chi Nguyen Van Dai Nguyen Tai Quang Dinh N. T. Thuy Nguyen Thi Xuan Hoa 9 0 0 23 Apr 2023
An approach to extract information from academic transcripts of HUST Nguyen Quang Hieu Nguyen Le Quy Duong Le Quang Hoa Nguyen Quang Dat 11 0 0 22 Apr 2023
Controllable Pareto Multi-Task Learning Xi Lin Zhiyuan Yang Qingfu Zhang Sam Kwong MoE 74 73 0 13 Oct 2020
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,364 0 25 Aug 2014