2 papers
cs.LG2026
Revisiting Adaptive Rounding with Vectorized Reparameterization for LLM Quantization
Yuli Zhou, Qingxuan Chen, Luca Benini +2
Adaptive Rounding has emerged as an alternative to round-to-nearest (RTN) for post-training quantization by enabling cross-element error cancellation. Yet, dense and element-wise r…
cs.CV2025
OpenCity3D: What do Vision-Language Models know about Urban Environments?
Valentin Bieri, Marco Zamboni, Nicolas S. Blumer +2
Vision-language models (VLMs) show great promise for 3D scene understanding but are mainly applied to indoor spaces or autonomous driving, focusing on low-level tasks like segmenta…