3 papers
cs.AI2026
The MiniMax-M2 Series: Mini Activations Unleashing Max Real-World Intelligence
MiniMax, :, Aili Chen +219
We introduce the MiniMax-M2 series, a family of Mixture-of-Experts language models built around the principle that mini activations can unleash maximum real-world intelligence. The…
cs.LG2025
EGGS-PTP: An Expander-Graph Guided Structured Post-training Pruning Method for Large Language Models
Omar Bazarbachi, Zijun Sun, Yanning Shen
As Large Language Models (LLMs) become more widely adopted and scale up in size, the computational and memory challenges involved in deploying these massive foundation models have…
cs.LG2025
Learn to Explore: Meta NAS via Bayesian Optimization Guided Graph Generation
Zijun Sun, Yanning Shen
Neural Architecture Search (NAS) automates the design of high-performing neural networks but typically targets a single predefined task, thereby restricting its real-world applicab…