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Beyond Scaling Laws
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# High-dimensional Generative Foundation Models
CoPL: Collaborative Preference Learning for Personalizing LLMs
Youngbin Choi, Seunghyuk Cho, Minjong Lee, MoonJeong Park, Yesong Ko, Jungseul Ok, Dongwoo Kim ·
EMNLP
· 2025
# High-dimensional Generative Foundation Models
GeoDANO: Geometric VLM with Domain Agnostic Vision Encoder
Seunghyuk Cho, Zhenyue Qin, Yang Liu, Youngbin Choi, Seungbeom Lee, Dongwoo Kim ·
EMNLP
· 2025
# Foundation Model for Robotics
A Unified Framework for Motion Reasoning and Generation in Human Interaction
Jeongeun Park, Sungjoon Choi, Sangdoo Yun ·
ICCV
· 2025
# Foundation Model for Robotics
Quantized Factor Identifiable Causal Effect Variational Autoencoder
Sujeong Song, Junghyo Sohn, Eunsong Kang, Heung-Il Suk ·
CIKM
· 2025
# Foundation Model for Robotics
Frequency-Conditioned Diffusion Models for Time Series Generation
Seungwoo Jeong, Junghyo Sohn, Jaehyun Jeon, Heung-Il Suk ·
CIKM
· 2025
# Foundation Model for Robotics
ExpertDiff: Head-less Model Reprogramming with Diffusion Classifiers for Out-of-Distribution Generalization
Jee Seok Yoon, Junghyo Sohn, Wootaek Jeong, Heung-Il Suk ·
IJCAI
· 2025
# Foundation Model for Robotics
Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning
Junho Kim, Soyeon Bak, Mingyu Lee, Minju Hong, Songha Kim, Tae-Eui Kam, SangKeun Lee ·
EMNLP
· 2025
# Foundation Model for Robotics
Bridging the Gap Between Molecule and Textual Descriptions via Substructure-aware Alignment
Hyuntae Park, Yeachan Kim, SangKeun Lee ·
EMNLP
· 2025
# Foundation Model for Robotics
“Going to a trap house” conveys more fear than “Going to a mall”: Benchmarking Emotion Context Sensitivity for LLMs
Eojin Jeon, Mingyu Lee, Sangyun Kim, Junho Kim, Wanzee Cho, Tae-Eui Kam, SangKeun Lee ·
EMNLP
· 2025
# Foundation Model for Robotics
Polishing Every Facet of the GEM: Testing Linguistic Competence of LLMs and Humans in Korean
SungHo Kim, Nayeon Kim, Taehee Jeon, SangKeun Lee ·
ACL
· 2025
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