PAKDD

Adaptive Beam Search with Shannon Entropy for Data-centric Reasoning in LLMs

Y.-J. Kim, Y.-J. Jung, J.-E. Kim, S.-B. Cho

Enhancing LLMs for Manufacturing Information Extraction

Subeen Park, Hakyung Lee, Ryunyi Lee, Hyo-won Suh, Kyungwoo Song

EPLKG: Efficient Prompt Learning with Knowledge Graph

Yongtaek Lim, Suho Kang, Yewon Kim, Dokyung Youn, Jiyoung Jung, Kyungwoo Song

Graph Representation Learning with Laplacian Pyramid Residuals for Graph Classification

T.-H. Kim, S.-B. Cho

Subgraph Plug-in Boosts up Graph Neural Networks

H.-J. Moon, S.-B. Cho

TheSelective: Dual Affinity–Guided Diffusion for Selective Molecular Generation

Hyoungjoon Park, Hwanhee Kim, Seungyeon Choi, Seungyong Lee, Yoonju Kim, Sanghyun Park

AugWard: Augmentation-Aware Representation Learning for Accurate Graph Classification

Minjun Kim, Jaehyeon Choi, SeungJoo Lee, U Kang, Jinhong Jung

DART: Diversified and Accurate Long-Tail Recommendation

Jeongin Yun, Jaeri Lee, U Kang

Handling Korean Out-of-Vocabulary Words with Phoneme Representation Learning

Nayeon Kim, Eojin Jeon, Jun-Hyung Park, SangKeun Lee

Improving Group Fairness in Tensor Completion via Imbalance Mitigating Entity Augmentation

Dawon Ahn, Jun-Gi Jang, Evangelos E. Papalexakis

MDVAD: Multimodal Diffusion for Video Anomaly Detection

Kijung Lee, Youngwan Jo, Sunghyun Ahn, Sanghyun Park

Mixture of Conditional Attention for Multimodal Fusion in Sequential Recommendation

Sewon Lee, Kwangeun Yeo, Eungi Kim, Jinri Kim, Chanwoo Kim, Yujin Jeon, Jooyoung Kim, Joonseok Lee

ReducedGCN: Learning to Adapt Graph Convolution for Top-N Recommendation

Eungi Kim, Chanwoo Kim, Kwangeun Yeo, Jinri Kim, Yujin Jeon, Sewon Lee, Joonseok Lee

TiGer: Self-Supervised Purification for Time-evolving Graphs

Hyeonsoo Jo, Jongha Lee, Fanchen Bu, Kijung Shin

Accurate Semi-supervised Automatic Speech Recognition via Multi-hypotheses-based Curriculum Learning

Junghun Kim, Ka Hyun Park, U Kang

LongStory: Coherent, Complete and Length Controlled Long story Generation

Kyeongman Park, Nakyeong Yang, and Kyomin Jung

NetEffect: Discovery and Exploitation of Generalized Network Effects

Meng-Chieh Lee, Shubhranshu Shekhar, Jaemin Yoo, Christos Faloutsos

Aggregately Diversified Bundle Recommendation via Popularity Debiasing and Configuration-aware Reranking

Hyunsik Jeon, Jongjin Kim, Jaeri Lee, Jong-eun Lee, U Kang

Diversely Regularized Matrix Factorization for Accurate and Aggregately Diversified Recommendation

Jongjin Kim, Hyunsik Jeon, Jaeri Lee, U Kang

Enhancing Robustness of Prototype with Attentive Information Guided Alignment in Few-Shot Classification

T.-H. Kim, W.-J. Nam, S.-W. Lee

Isotropic Representation Can Improve Dense Retrieval

Euna Jung, Jungwon Park, Jaekeol Choi, Sungyoon Kim, Wonjong Rhee