Deep Learning
Local SGD with Periodic Averaging: Tighter Analysis and Adaptive Synchronization
Farzin Haddadpour, Mohammad Mahdi Kamani, Mehrdad Mahdavi, Viveck Cadambe
Neural Information Processing Systems http://nips.cc/
Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level
Graph Neural Networks (GNNs) excel across various applications but remain vulnerable to adversarial attacks, particularly Graph Injection Attacks (GIAs), which inject malicious nodes into the original graph and pose realistic threats.
Dialog-based Interactive Image Retrieval
Xiaoxiao Guo, Hui Wu, Yu Cheng, Steven Rennie, Gerald Tesauro, Rogerio Feris
Neural Information Processing Systems http://nips.cc/
Norm matters: efficient and accurate normalization schemes in deep networks
Elad Hoffer, Ron Banner, Itay Golan, Daniel Soudry
Finally, we suggest a modification to weight-normalization, which improves its performanceonlarge-scaletasks. 2
Adding One Neuron Can Eliminate All Bad Local Minima
SHIYU LIANG, Ruoyu Sun, Jason D. Lee, R. Srikant
One of the main difficulties in analyzing neural networks is the non-convexity of the loss function which may have many bad local minima.
Post training 4-bit quantization of convolutional networks for rapid-deployment
Ron Banner, Yury Nahshan, Daniel Soudry
Neural Information Processing Systems http://nips.cc/
Enhancing Protein Mutation Effect Prediction through a Retrieval-Augmented Framework
Predicting the effects of protein mutations is crucial for analyzing protein functions and understanding genetic diseases.
Drink Whole Milk, Eat Red Meat, and Use ChatGPT
Robert F. Kennedy Jr. is an AI guy. Last week, during a stop in Nashville on his Take Back Your Health tour, the Health and Human Services secretary brought up the technology between condemning ultra-processed foods and urging Americans to eat protein. "My agency is now leading the federal government in driving AI into all of our activities," he declared. An army of bots, Kennedy said, will transform medicine, eliminate fraud, and put a virtual doctor in everyone's pocket. RFK Jr. has talked up the promise of infusing his department with AI for months.