Knowledge-Based Systems

DAMEL: Dual-Axis Multi-Expert Learning for Class-Imbalanced Learning

H. Lee, T. Park, and H. Kim

SERA: Self-referential assessment framework for bidirectional generative commonsense reasoning

Jaehyung Seo, Hyeonseok Moon, Yoonna Jang, Heuiseok Lim

Granularity Fusion Transformer: Learning multi-granularity patterns for time-series forecasting

Jinwoo Park, Hyeongwon Kang, Seunghun Han, Pilsung Kang*

INQUIRER: Harnessing internal knowledge graphs for video question generation

Woo Suk Choi, Youwon Jang, Minsu Lee, Byoung-Tak Zhang

Multi-Domain Dialogue State Tracking via Dual Dynamic Graph with Hierarchical Slot Selector

Yeseul Gong, Heeseon Kim, Seokju Hwang, Donghyun Kim, Kyong-Ho Lee

Multi-Query Frequency Prompting for Physiological Signal Domain Adaptation

Jinho Kang, Hoyoon Byun, Taero Kim, Jiyoung Jung, Kyungwoo Song

Structured Reasoning and Answer Verification: Enhancing Question Answering System Accuracy and Explainability

Jihyung Lee, Gary Geunbae Lee

A novel physics-aware graph networks using high-order numerical methods in weather forecasting model

Y. Seol, S. Kim, M. Jung, and Y. Hong

AI-KD: Adversarial learning and Implicit regularization for self-Knowledge Distillation

Hyungmin Kim, Sungho Suh, Sunghyun Baek, Daehwan Kim, Daun Jeong, Hansang Cho, and Junmo Kim

AI-KD: Adversarial learning and Implicit regularization for self-Knowledge Distillation

Hyungmin Kim, Sungho Suh, Sunghyun Baek, Daehwan Kim, Daun Jeong, Hansang Cho, and Junmo Kim

DSTEA: Improving Dialogue State Tracking via Entity Adaptive Pre-training

Yukyung Lee, Takyoung Kim, Hoonsang Yoon, Pilsung Kang, Junseong Bang, Misuk Kim*

Granular Intents Learning via Mutual Information Maximization for Knowledge-aware Recommendation

Hyeongjun Yang, Yerim Lee, Gayeon Park, TaeYoung Kim, Heeseon Kim, Kyong-Ho Lee, Byungkook Oh

Semantic Environment Atlas for Object-Goal Navigation

Nuri Kim, Jeongho Park, Mineui Hong, and Songhwai Oh

Transformer-based Multivariate Time Series Anomaly Detection using Inter-Variable Attention Mechanism

Hyeongwon Kang, Pilsung Kang*

FEAT: A General Framework for Feature-Aware Multivariate Time-Series Representation Learning

Subin Kim, Euisuk Chung, Pilsung Kang*

TASKED: Transformer-based Adversarial learning for human activity recognition using wearable sensors via Self-KnowledgE Distillation

Sungho Suh, Vitor Fortes Rey, and Paul Lukowicz