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08/22/2023
Tryage: Real-time, intelligent Routing of User Prompts to Large Language Models
The introduction of the transformer architecture and the self-attention ...
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11/08/2022
Generating counterfactual explanations of tumor spatial proteomes to discover effective, combinatorial therapies that enhance cancer immunotherapy
Recent advances in spatial omics methods enable the molecular compositio...
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04/30/2022
Engineering flexible machine learning systems by traversing functionally invariant paths in weight space
Deep neural networks achieve human-like performance on a variety of perc...
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06/15/2021
Active feature selection discovers minimal gene-sets for classifying cell-types and disease states in single-cell mRNA-seq data
Sequencing costs currently prohibit the application of single cell mRNA-...
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06/05/2021
Solving hybrid machine learning tasks by traversing weight space geodesics
Machine learning problems have an intrinsic geometric structure as centr...
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05/28/2021
Reinforcement Learning reveals fundamental limits on the mixing of active particles
The control of far-from-equilibrium physical systems, including active m...
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12/12/2020
Sparsifying networks by traversing Geodesics
The geometry of weight spaces and functional manifolds of neural network...
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06/12/2020
Self-organization of multi-layer spiking neural networks
Living neural networks in our brains autonomously self-organize into lar...
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05/23/2020
Geometric algorithms for predicting resilience and recovering damage in neural networks
Biological neural networks have evolved to maintain performance despite ...
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06/03/2019
Neural networks grown and self-organized by noise
Living neural networks emerge through a process of growth and self-organ...
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03/25/2019