Talks

• Stefano Saotto:
• Vision-Based Control, Control-Based Vision, and the Information Knot That Ties Them
• Yiannic Kilcher:
• Interesting Vision Papers:
• Learning To Classify Images Without Labels'20
  
• Attention:
  
• Object-Centric Learning with Slot Attention'20  
• Attention is All You Need
  
• Linformer: Linear Self-Attention with Linear Complexity'20
• Synthesizer: Rethinking Self-Attention in Transformer Models'20
  
• Big Bird: Transformers for Longer Sequences'20
• Reformer: The efficient transformer'20
  
• Direct Feedback Alignment - Alternative to Backpropgation'20
• Shortcut Learning'20 
  
• Deep Ensembles: A Loss Landscape Perspective'20
• Concept Learning with Energy-Based Models'20
• Neural Ordinary Differential Equation'19
• Unsupervised Learning:
• Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations'18 
  
• Semi-Supervised Learning:
• FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 
• Blog
  
• Self-Supervised Learning:
• A critical analysis of self-supervision, or what we can learn from a single image'20
• Deep Learning:
  
• Weight Standardization'20
• Group Normalization'20
• Supervised Contrastive Learning'20 
• Batch Normalization 
  
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