[Presentations (Moderator: Prof. Yoon-Jong Lee, KAIST)] Memory Reimagined: From High-Bandwidth to In-Memory Processing
As the scale and complexity of AI models—including large language models (LLMs) and generative AI—grow exponentially, the industry is facing a critical challenge: the “memory wall.” Bandwidth limits and the power cost of data movement are no longer minor constraints; they are becoming structural barriers to further AI progress.
This presentation examines how Samsung Electronics is redefining the role of memory to address these challenges. It provides a comprehensive overview of Samsung’s AI-optimized advanced memory hierarchy—HBM for extreme performance, CXL for scalable capacity, and LPDDR for on-device AI.
The talk then takes a deeper look at Processing-in-Memory (PIM), an innovative approach that integrates compute capabilities directly into memory devices. We will discuss how DRAM-PIM minimizes data movement, fundamentally reshapes computer architecture, and delivers significant gains in performance and energy efficiency—highlighting how the convergence of memory and compute is shaping the future of AI infrastructure.