Mengxi Chen

4 papers · 2023–2025 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (12) 🐣 Hot Topic Early Bird

Venues

CVPR (2) ICCV (1) NeurIPS (1)

Top co-authors

Ya Zhang (4) Jiangchao Yao (3) Yanfeng Wang (3) Zihua Zhao (3) Linyu Xing (1) Tianjie Dai (1) Feng Hong (1) Yu Wang (1) Pengyi Chen (1) Benyuan Liu (1)

Research topics

Machine Learning (4) Artificial Intelligence (3) Deep Learning (3) Core AI (3) Learning Types · Deep Learning (3) Application Areas (2) Core Methods (2) Learning Types · Machine Learning (2) Bayesian & Probabilistic (1) Models (1) Optimization & Theory (1)

Keywords

multimodal learning (4) representation learning (3) noisy correspondence (2) contrastive learning (2) knowledge distillation (2) mutual information maximization (1) probabilistic distribution (1) multimodal representation learning (1) sample selection (1) missing modality robustness (1) cross-modal alignment (1) missing modality (1) training acceleration (1) multimodal data (1) structure consistency (1) cross-modal knowledge distillation (1) geometrical structure (1) geometrical structure consistency (1) adversarial learning (1) conformal prediction (1)

Papers

Differential-informed Sample Selection Accelerates Multimodal Contrastive Learning ICCV 2025 Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning CVPR 2024 Probabilistic Conformal Distillation for Enhancing Missing Modality Robustness NeurIPS 2024 Enhanced Multimodal Representation Learning With Cross-Modal KD CVPR 2023