4 papers
SC-Phi2: A Fine-tuned Small Language Model for StarCraft II Macromanagement Tasks
Muhammad Junaid Khan, Gita Sukthankar
This paper introduces SC-Phi2, a fine-tuned StarCraft II small language model for macromanagement tasks. Small language models, like Phi2, Gemma, and DistilBERT, are streamlined ve…
Smart Sampling: Self-Attention and Bootstrapping for Improved Ensembled Q-Learning
Muhammad Junaid Khan, Syed Hammad Ahmed, Gita Sukthankar
We present a novel method aimed at enhancing the sample efficiency of ensemble Q learning. Our proposed approach integrates multi-head self-attention into the ensembled Q networks…
Enhanced Multimodal Content Moderation of Children's Videos using Audiovisual Fusion
Syed Hammad Ahmed, Muhammad Junaid Khan, Gita Sukthankar
Due to the rise in video content creation targeted towards children, there is a need for robust content moderation schemes for video hosting platforms. A video that is visually ben…
The Potential of Vision-Language Models for Content Moderation of Children's Videos
Syed Hammad Ahmed, Shengnan Hu, Gita Sukthankar
Natural language supervision has been shown to be effective for zero-shot learning in many computer vision tasks, such as object detection and activity recognition. However, genera…