Ari S Morcos

3 papers · 2021–2022 · 1 venue · across top CS/AI venues

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Achievements

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🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (12) 🐣 Hot Topic Early Bird

Venues

ICML (3)

Top co-authors

Rebecca Roelofs (1) Samir Ya Gadre (1) Yair Carmon (1) Hongseok Namkoong (1) Gabriel Ilharco (1) Hugo Touvron (1) Raphael Gontijo-Lopes (1) Song-chun Zhu (1) Giulio Biroli (1) Mitchell Wortsman (1)

Research topics

Deep Learning (3) Machine Learning (2) Techniques (2) Artificial Intelligence (1) Computer Vision (1) Analysis (1) Application Areas (1) Architectures (1) Core AI (1) Core Methods (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1) Models (1) Optimization & Theory (1)

Keywords

representation learning (1) image classification (1) vision transformer (1) transfer learning (1) scene understanding (1) model merging (1) loss landscape (1) generative model (1) disentangled representation (1) model ensemble (1) weight averaging (1) inference efficiency (1) object-centric representation (1) representation space (1) out-of-distribution performance (1) object compositionality (1) zero-shot performance (1) gated self-attention (1) convolutional inductive bia (1) positional self-attention (1)

Papers

COAT: Measuring Object Compositionality in Emergent Representations ICML 2022 Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time ICML 2022 ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases ICML 2021