선도 연구 주제

전체 논문

NAIRL이 세 가지 선도 연구 주제에 걸쳐 발표한 연구의 전체 색인입니다.

연구 아카이브로 돌아가기

Beyond Scaling Laws

논문 87개
# Breakthrough in Neural Scaling Law

DiGIT: Multi-Dilated Gated Encoder and Central-Adjacent Region Integrated Decoder for Temporal Action Detection Transformer

Ho-Joong Kim, Yearang Lee, Jung-Ho Hong, Seong-Whan Lee · CVPR · 2025
# Breakthrough in Neural Scaling Law

Integrating Locality-Aware Attention with Transformers for General Geometry PDEs

Minsu Koh, Beom-Chul Park, Heejo Kong, Seong-Whan Lee · IJCNN · 2025
# Breakthrough in Neural Scaling Law

ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language Models

Singon Kim, Gunho Jung, Seong-Whan Lee · IJCNN · 2025
# Breakthrough in Neural Scaling Law

Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation

Ebenezer Tarubinga, Jenifer Kalafatovich, Seong-Whan Lee · IJCNN · 2025
# Breakthrough in Neural Scaling Law

ProPose: Probabilistic 3D Human Pose Estimation with Instance-Level Distribution and Normalizing Flow

Jumin Han, Jun-Hee Kim, Seong-Whan Lee · AAAI · 2025
# Breakthrough in Neural Scaling Law

FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement Learning

Woosung Kim, Jinho Lee, Jongmin Lee, Byung-Jun Lee · NeurIPS · 2025
# Breakthrough in Neural Scaling Law

PLATYPUS: Progressive Local Surface Estimator for Arbitrary-Scale Point Cloud Upsampling

Donghyun Kim, Hyeonkyeong Kwon, Yumin Kim, Seong Jae Hwang · AAAI · 2025
# Breakthrough in Neural Scaling Law

Mono-Modalizing Extremely Heterogeneous Multi-Modal Medical Image Registration

Kyobin Choo, Hyunkyung Han, Jinyeong Kim, Chanyong Yoon, Seong Jae Hwang · MICCAI · 2025
# Breakthrough in Neural Scaling Law

Pathology-Aware Adaptive Watermarking for Text-Driven Medical Image Synthesis

Chanyoung Kim, Dayun Ju, Jinyeong Kim, Woojung Han, Roberto Alcover-Couso, Seong Jae Hwang · MICCAI · 2025
# Breakthrough in Neural Scaling Law

PRETI: Patient-Aware Retinal Foundation Model via Metadata-Guided Representation Learning

Yeonkyung Lee, Woojung Han, Youngjun Jun, Hyeonmin Kim, Jungkyung Cho, Seong Jae Hwang · MICCAI · 2025