Heshan Devaka Fernando

Publication Activity (10 Years)

Years Active: 2023-2024
Publications (10 Years): 4

Top Topics

Knowledge Transfer

Variance Reduction

Provably Convergent

Top Venues

Publications

Shuai Zhang, Heshan Devaka Fernando, Miao Liu, Keerthiram Murugesan, Songtao Lu, Pin-Yu Chen, Tianyi Chen, Meng Wang
SF-DQN: Provable Knowledge Transfer using Successor Feature for Deep Reinforcement Learning. CoRR (2024)
Heshan Devaka Fernando, Lisha Chen, Songtao Lu, Pin-Yu Chen, Miao Liu, Subhajit Chaudhury, Keerthiram Murugesan, Gaowen Liu, Meng Wang, Tianyi Chen
Variance Reduction Can Improve Trade-Off in Multi-Objective Learning. ICASSP (2024)
Heshan Devaka Fernando, Han Shen, Miao Liu, Subhajit Chaudhury, Keerthiram Murugesan, Tianyi Chen
Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Approach. ICLR (2023)
Lisha Chen, Heshan Devaka Fernando, Yiming Ying, Tianyi Chen
Three-Way Trade-Off in Multi-Objective Learning: Optimization, Generalization and Conflict-Avoidance. NeurIPS (2023)