Samsung teams up with OpenAI to deliver Stargate chips

OpenAI is teaming up with South Korea’s Samsung and SK Hynix for “strategic partnerships” to supply the advanced computer chips needed for its mammoth Stargate project.   The Korean firms said they will scale production in order to meet OpenAI’s growing demand for memory chips needed to power its compute-hungry AI models. OpenAI said it expects … Read more

Foreground vs. Background: Analyzing Typographic Attack Placement in Autonomous Driving Systems

Table of Links Abstract and 1. Introduction Related Work 2.1 Vision-LLMs 2.2 Transferable Adversarial Attacks Preliminaries 3.1 Revisiting Auto-Regressive Vision-LLMs 3.2 Typographic Attacks in Vision-LLMs-based AD Systems Methodology 4.1 Auto-Generation of Typographic Attack 4.2 Augmentations of Typographic Attack 4.3 Realizations of Typographic Attacks Experiments Conclusion and References 4.3 Realizations of Typographic Attacks Digitally, typographic attacks … Read more

The Role of Consistency and Sharing in Efficient Fine-Tuning

Table of Links Abstract and 1. Introduction Background 2.1 Mixture-of-Experts 2.2 Adapters Mixture-of-Adaptations 3.1 Routing Policy 3.2 Consistency regularization 3.3 Adaptation module merging and 3.4 Adaptation module sharing 3.5 Connection to Bayesian Neural Networks and Model Ensembling Experiments 4.1 Experimental Setup 4.2 Key Results 4.3 Ablation Study Related Work Conclusions Limitations Acknowledgment and References Appendix … Read more