Neel Somani on Optimization: The Language of Modern AI Systems

Neel Somani points out that while artificial intelligence may look like it runs on data and algorithms, its real engine is ...
MarketersMEDIA Newsroom

Jiaying Huang Explores Forecasting Strategies to Optimize Resource Scheduling in Cloud Platforms

A forecasting-driven framework integrates ARIMA, LSTM, and ensemble learning to optimize cloud resource scheduling. By predicting CPU, memory, and network demands in real time, it enhances utilization ...
IEEE

Resource Allocation in Cell-Free Massive MIMO With the Coexistence of eMBB and URLLC

Abstract: In this paper, we rigorously analyze the non-orthogonal coexistence of enhanced mobile broadband (eMBB) and ultra-reliable low-latency communication (URLLC) in the downlink of a Cell-Free ...
GitHub

SOSP 25 | DiffKV: Differentiated Memory Management for Large Language Models with Parallel KV Compaction

Current mainstream KV cache optimization techniques (quantization and pruning) suffer from "one-size-fits-all" limitations and cannot fully exploit the fine-grained differences within the KV cache.
IEEE

Distributed Practical Fixed-Time Resource Allocation Algorithm for Disturbed Multiagent Systems: An Integrated Framework

Abstract: The practical fixed-time resource allocation problem is investigated for multi-input-multi-output nonlinear uncertain multiagent systems with disturbed dynamics, subject to global equality ...
GitHub

Unaligned memory access and vector algorithms

This was mostly motivated by #5746, UBSan reminded that misaligned access is considered UB. However, x64 and x86 behave correctly for misaligned access for non-atomic operations. There is misalignment ...