Learning Through Game: Skewed Transfer of Tabular Knowledge to Strengthen Image Model

arXiv:2609.32272 · cs.LG, cs.CV, cs.MM · Submitted 2026-09-26 · Read on arXiv

cs.LG, cs.CV, cs.MM

Submitted: 2026-09-26

Updated: 2026-09-26

Terminology

• Multimodal Learning — 16× in this paper · explained in 2 episodes
• Accuracy — 15× in this paper · explained in 1 episode
• Alignment — 6× in this paper · explained in 1 episode
• Distillation — 6× in this paper · explained in 2 episodes
• Skewed Knowledge Transfer — 5× in this paper
• Regularization — 4× in this paper · explained in 3 episodes
• Contrastive Learning — 3× in this paper · explained in 5 episodes
• Generalization — 3× in this paper · explained in 13 episodes
• Knowledge Distillation — 3× in this paper · explained in 11 episodes
• Representation Learning — 3× in this paper · explained in 2 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Data Visual Marketing — 2× in this paper
• Optimal Transport — 2× in this paper · explained in 5 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Ablation study — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Machine Unlearning — 1× in this paper · explained in 2 episodes
• Meta-learning — 1× in this paper · explained in 2 episodes
• Modality Gap — 1× in this paper · explained in 4 episodes
• Self-Supervised Learning — 1× in this paper · explained in 8 episodes

Sources

• Better Together: Leveraging Unpaired Multimodal Data for Stronger Unimodal Models
• No Data? No Problem: Robust Vision-Tabular Learning with Missing Values
• Distilling the Knowledge in a Neural Network
• Harmonized Tabular-Image Fusion via Gradient-Aligned Alternating Learning
• MultiModalPFN: Extending Prior-Data Fitted Networks for Multimodal Tabular Learning
• CARDIUM: Congenital Anomaly Recognition with Diagnostic Images and Unified Medical records
• Multimodal Classification via Total Correlation Maximization

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