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Jianlong Kwan

2 accepted papers

2026

Multimodal Fusion via Self-Consistent Task-Gradient Fields

ICML 2026poster

Multimodal learning aims to preserve as much task-related information as possible from different inputs. However, current fusion designs often distort the feedback loop to feature extractors. Aggressively merging modalities entangles their representations, making the feature extractors fragile to in…

Cited by 0SourceScholar
2025

Serialization based Point Cloud Oversegmentation

ICCV 2025poster

Point cloud oversegmentation, as a fundamental preprocessing step for 3D understanding, is a challenging task due to its spatial proximity and semantic similarity requirements. Most existing works struggle to efficiently group semantically consistent points into superpoints while maintaining spatial…