# Apple M5 Chip's Dual-Use Design Will Power Future Macs and AI Servers

Apple's **M5 chip**, leveraging **TSMC's advanced SoIC packaging technology**, aims to enhance both consumer Macs and AI cloud servers, marking a strategic move towards dual-use silicon design.

# Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion

**Diffusion Forcing** introduces a **novel training paradigm** where a diffusion model denoises tokens with varied noise levels, merging next-token prediction's variable-length generation with full-sequence diffusion's trajectory guidance.

# Reasoning in Large Language Models: A Geometric Perspective

The **expressive power** of large language models ( **LLMs**) is intricately linked to the **density of their self-attention graphs**, which determines the **intrinsic dimension** of inputs, enhancing their reasoning capabilities.

# LivePortrait: A fast, controllable portrait animation model

**LivePortrait introduces an efficient method for animating portraits**, leveraging advanced stitching and retargeting techniques to control animations dynamically.

# An Empirical Study of Mamba-based Language Models (8B Mamba-2-Hybrid on 3.5T tokens data)

**Mamba-based models**, particularly the **8B Mamba-2-Hybrid**, outperform 8B Transformer models across **12 standard tasks** by an average of **+2.65 points**, showcasing superior efficiency and effectiveness in language modeling. [Study details](http://arxiv.org/abs/2406.07887)

# Time Series Model Benchmarking

The **demo app** ranks **13 time series models** using the **Monash University benchmarks** from **40 datasets**, offering a more accessible comparison of model performance.

# ReproModel: Open Source ML Research Toolbox Update!

**ReproModel**, an **open-source toolbox**, aims to **simplify the testing and reproduction of machine learning models**, addressing common issues like missing code and unclear experiment parameters.

# TwoMinutePapers - DeepMind’s New AI Found The Sound Of Pixels!

**DeepMind's new AI technique** synthesizes sound by analyzing video content, a significant leap towards more immersive AI-generated media.