Author

E. Barsoum

3 papers indexed here

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Preprint Oct 2026

SliMOO: Interpretable Multi-Objective Evolutionary Search for LLM Depth Pruning

As large language models (LLMs) grow more powerful, their scale makes them costly to serve. Depth pruning offers a practical route to efficiency by directly reducing memory and latency without hardware-specific support. However, we observe that transformer layers exhibit markedly different task-dependent layer contribu...

Guan-Chen Li, Yi-Xing Xu, Xuan-Wu Yin et al. · 0 citations

#machine learning Preprint Sep 2026

CompassPlay: Rewarding the Proposer for Where It Moves the Solver

CompassPlay is introduced, a self-play method that rewards the proposer through gradient alignment that draws on a first-order approximation to learning progress and scores each eligible task without additional solver training.

Sophia Xiao Pu, Xi-Meng Sun, Jiang Liu et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Instella-MoE Technical Report

Instella-MoE is introduced, a fully open Mixture-of-Experts (MoE) language model with 16 billion total parameters and 2.8 billion active parameters per token trained entirely from scratch on AMD Instinct MI300X and MI325X GPUs, establishing a strong, fully open foundation for efficient, high-performing MoE models and r...

Jiang Liu, Sudhanshu Ranjan, Prakamya Mishra et al. · 0 citations