Neural Networks

Dynamic Network Compression via Probabilistic Channel Pruning

Kwanhee Lee, Hyang Won Lee

FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation

E. Tarubinga, J. Kalafatovich, S.-W. Lee

Leveraging Contextual Confidence for Smarter Retrieval in Large Language Models

H. Zubkova, J.-H. Park, S.-W. Lee

Negative Prompt-Guided Optimization: Enhancing Soft Prompt Generalization in Vision-Language Models

S.-E. Kim, S.-W. Lee

AmbiBias Contrast: Enhancing Debiasing Networks via Disentangled Space from Ambiguity-Bias Clusters

S.-E. Kim, S.-W. Lee

Exploration and exploitation in continual learning

Kiseong Hong, Hyundong Jin, Sungho Suh, Eunwoo Kim

FairDRO: Group Fairness Regularization via Classwise Robust Optimization

Taeeon Park, Sangwon Jung, Taesup Moon

HiddenSinger: High-Quality Singing Voice Synthesis via Neural Audio Codec and Latent Diffusion Models

J.-S. Hwang, S.-H. Lee, S.-W. Lee

Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature Richness

Jaeill Kim, Wonseok Lee, Moonjung Eo, Wonjong Rhee

MTCM: Multi-Context Temporal Consistent Modeling for Referring Video Object Segmentation

S.-H. Choi, H.-Y. Jo, S.-W. Lee

Semantic Prioritization in Visual Counterfactual Explanations with Weighted Segmentation and Auto-Adaptive Region Selection

L. Zhang, K. Yin, S.-W. Lee

Towards a Better Evaluation of Out-of-Domain Generalization

Duhun Hwang, Suhyun Kang, Moonjung Eo, Jaeill Kim, W Rhee, Wonjong Rhee

Adaptive Ambiguity-Aware Weighting for Multi-Label Recognition with Limited Annotations

D. Shrewsbury, S.-E. Kim, S.-W. Lee

Ensuring Spatial Scalability with Temporal-wise Spatial Attentive Pooling for Temporal Action Detection

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

Expressive Power of ReLU and Step Networks under Floating-Point Operations

Yeachan Park, Geonho Hwang, Wonyeol Lee, Sejun Park

FPANet: Frequency-based Video Demoireing using Frame-level Post Alignment

Gyeongrok Oh, Sungjune Kim, Heon Gu, Sang Ho Yoon, Jinkyu Kim, Sangpil Kim

Geometry-driven Self-Supervision for 3D Human Pose Estimation

G.-J. Yang, J.-H. Kim, S.-W. Lee

Hydra: Multi-head low-rank adaptation for parameter efficient fine-tuning

S. Kim, H. Yang, Y. Kim, Y. Hong, and E. Park

Hydra: Multi-head Low-rank Adaptation for Parameter Efficient Fine-tuning

Sanghyeon Kim*, Hyunmo Yang*, Younghyun Kim*, Youngjoon Hong†, Eunbyung Park†

Magnitude and Angle Dynamics in Training Single ReLU Neurons

Sangmin Lee, Jong Chul Ye

Quality-Diversity Based Semi-Autonomous Teleoperation Using Reinforcement Learning

Sangbeom Park, Taerim Yoon, Joonhyung Lee, Sunghyun Park, Sungjoon Choi

Robust Sound-Guided Image Manipulation

Seunghyun Lee, Hyung-gun Chi, Wonmin Byeon, Gyeongrok Oh, Sang Ho Yoon, Hyunje Park, Wonjun Cho, Jinkyu Kim, Sangpil Kim

Temporal shuffling for defending deep action recognition models against adversarial attacks

J. Hwang, H. Zhang, J.-H. Choi, C.-J. Hsieh, J.-S. Lee

Towards a Rigorous Analysis of Mutual Information in Contrastive Learning

Kyungeun Lee, Jaeill Kim, Suhyun Kang, Wonjong Rhee

An effective low-rank compression with a joint rank selection followed by a compression-friendly training

Moonjung Eo, Suhyun Kang, Wonjong Rhee

Event Fusion Photometric Stereo Network

Wonjeong Ryoo, Giljoo Nam, Jae-Sang Hyun, Sangpil Kim

Masked Kinematic Continuity-aware Hierarchical Attention Network for Pose Estimation in Videos

K.-M. Jin, G.-H. Lee, W.-J. Nam, T.-K. Kang, H.-W. Kim, and S.-W. Lee