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Jungmin Lee

3 accepted papers

2025

EVAAA: A Virtual Environment Platform for Essential Variables in Autonomous and Adaptive Agents

NeurIPS 2025poster

Reinforcement learning (RL) agents have demonstrated strong performance in structured environments, yet they continue to struggle in real-world settings where goals are ambiguous, conditions change dynamically, and external supervision is limited. These challenges stem not primarily from the algorit…

Cited by 0SourcecodeScholar
2025

Group-wise Scaling and Orthogonal Decomposition for Domain-Invariant Feature Extraction in Face Anti-Spoofing

ICCV 2025poster

Domain Generalizable Face Anti-Spoofing (DG-FAS) methods effectively capture domain-invariant features by aligning the directions (weights) of local decision boundaries across domains. However, the bias terms associated with these boundaries remain misaligned, leading to inconsistent classification…

2018

Attention-based Ensemble for Deep Metric Learning

ECCV 2018poster

Recently, ensemble has been applied to deep metric learning to yield state-of-the-art results. Deep metric learning aims to learn deep neural networks for feature embeddings, distances of which satisfy given constraint. In deep metric learning, ensemble takes average of distances learned by multiple…

Cited by 276SourcePDFScholar