Summary of Gll: a Differentiable Graph Learning Layer For Neural Networks, by Jason Brown et al.
GLL: A Differentiable Graph Learning Layer for Neural Networksby Jason Brown, Bohan Chen, Harris Hardiman-Mostow,…
Summary of Quake: Speeding Up Model Inference Using Quick and Approximate Kernels For Exponential Non-linearities, by Sai Kiran Narayanaswami and Gopalakrishnan Srinivasan and Balaraman Ravindran
QuAKE: Speeding up Model Inference Using Quick and Approximate Kernels for Exponential Non-Linearitiesby Sai Kiran…
Summary of An Approach Towards Learning K-means-friendly Deep Latent Representation, by Debapriya Roy
An Approach Towards Learning K-means-friendly Deep Latent Representationby Debapriya RoyFirst submitted to arxiv on: 29…
Summary of Transformers Are Deep Optimizers: Provable In-context Learning For Deep Model Training, by Weimin Wu et al.
Transformers are Deep Optimizers: Provable In-Context Learning for Deep Model Trainingby Weimin Wu, Maojiang Su,…
Summary of Selective Attention: Enhancing Transformer Through Principled Context Control, by Xuechen Zhang et al.
Selective Attention: Enhancing Transformer through Principled Context Controlby Xuechen Zhang, Xiangyu Chang, Mingchen Li, Amit…
Summary of Fast Convergence Of Softmax Policy Mirror Ascent, by Reza Asad et al.
Fast Convergence of Softmax Policy Mirror Ascentby Reza Asad, Reza Babanezhad, Issam Laradji, Nicolas Le…
Summary of Making Sigmoid-mse Great Again: Output Reset Challenges Softmax Cross-entropy in Neural Network Classification, by Kanishka Tyagi et al.
Making Sigmoid-MSE Great Again: Output Reset Challenges Softmax Cross-Entropy in Neural Network Classificationby Kanishka Tyagi,…
Summary of Metala: Unified Optimal Linear Approximation to Softmax Attention Map, by Yuhong Chou et al.
MetaLA: Unified Optimal Linear Approximation to Softmax Attention Mapby Yuhong Chou, Man Yao, Kexin Wang,…
Summary of One-layer Transformer Provably Learns One-nearest Neighbor in Context, by Zihao Li et al.
One-Layer Transformer Provably Learns One-Nearest Neighbor In Contextby Zihao Li, Yuan Cao, Cheng Gao, Yihan…
Summary of Unraveling the Gradient Descent Dynamics Of Transformers, by Bingqing Song et al.
Unraveling the Gradient Descent Dynamics of Transformersby Bingqing Song, Boran Han, Shuai Zhang, Jie Ding,…