Academic

Academic

Academic · 1 min

Does a Global Perspective Help Prune Sparse MoEs Elegantly?

arXiv:2604.06542v1 Announce Type: new Abstract: Empirical scaling laws for language models have encouraged the development of ever-larger LLMs, despite their growing computational and memory costs. …

Zeliang Zhang, Nikhil Ghosh, Jiani Liu, Bin Yu, Xiaodong Liu
6 views
Academic · 1 min

Weighted Bayesian Conformal Prediction

arXiv:2604.06464v1 Announce Type: new Abstract: Conformal prediction provides distribution-free prediction intervals with finite-sample coverage guarantees, and recent work by Snell \& Griffiths reframes it as …

Xiayin Lou, Peng Luo
17 views
Academic · 1 min

Toward a universal foundation model for graph-structured data

arXiv:2604.06391v1 Announce Type: new Abstract: Graphs are a central representation in biomedical research, capturing molecular interaction networks, gene regulatory circuits, cell--cell communication maps, and knowledge …

Sakib Mostafa, Lei Xing, Md. Tauhidul Islam
15 views
Academic · 1 min

Bridging Theory and Practice in Crafting Robust Spiking Reservoirs

arXiv:2604.06395v1 Announce Type: new Abstract: Spiking reservoir computing provides an energy-efficient approach to temporal processing, but reliably tuning reservoirs to operate at the edge-of-chaos is …

Ruggero Freddi, Nicolas Seseri, Diana Nigrisoli, Alessio Basti
26 views