Search Results for author: Jikun Kang

Found 5 papers, 2 papers with code

LaFFi: Leveraging Hybrid Natural Language Feedback for Fine-tuning Language Models

no code implementations31 Dec 2023 Qianxi Li, Yingyue Cao, Jikun Kang, Tianpei Yang, Xi Chen, Jun Jin, Matthew E. Taylor

Fine-tuning Large Language Models (LLMs) adapts a trained model to specific downstream tasks, significantly improving task-specific performance.

Question Answering

Think Before You Act: Decision Transformers with Internal Working Memory

1 code implementation24 May 2023 Jikun Kang, Romain Laroche, Xindi Yuan, Adam Trischler, Xue Liu, Jie Fu

We argue that this inefficiency stems from the forgetting phenomenon, in which a model memorizes its behaviors in parameters throughout training.

Atari Games Decision Making +2

Multi-agent Attention Actor-Critic Algorithm for Load Balancing in Cellular Networks

no code implementations14 Mar 2023 Jikun Kang, Di wu, Ju Wang, Ekram Hossain, Xue Liu, Gregory Dudek

In cellular networks, User Equipment (UE) handoff from one Base Station (BS) to another, giving rise to the load balancing problem among the BSs.

Learning Multi-Objective Curricula for Robotic Policy Learning

1 code implementation6 Oct 2021 Jikun Kang, Miao Liu, Abhinav Gupta, Chris Pal, Xue Liu, Jie Fu

Various automatic curriculum learning (ACL) methods have been proposed to improve the sample efficiency and final performance of deep reinforcement learning (DRL).

Reinforcement Learning (RL)

MOBA: Multi-teacher Model Based Reinforcement Learning

no code implementations29 Sep 2021 Jikun Kang, Xi Chen, Ju Wang, Chengming Hu, Xue Liu, Gregory Dudek

Results show that, compared with SOTA model-free methods, our method can improve the data efficiency and system performance by up to 75% and 10%, respectively.

Decision Making Knowledge Distillation +4

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