9 citations · 19 across the 22 of their papers we have counts for
5 papers · 1 filter
Alliance of Stochastic Routing and Reinforcement Fusion for Multi-Model Reasoning
Selim Furkan Tekin, Ling Liu
This paper studies dynamic model routing under uncertainty in multimodal settings, where a system must select and potentially compose multiple models to answer a query. Standard re…
Attention-aware Inference Optimizations for Large Vision-Language Models with Memory-efficient Decoding
Fatih Ilhan, Gaowen Liu, Ramana Rao Kompella +5
Large Vision-Language Models (VLMs) have achieved remarkable success in multi-modal reasoning, but their inference time efficiency remains a significant challenge due to the memory…
A Multi-Agent Perception-Action Alliance for Efficient Long Video Reasoning
Yichang Xu, Gaowen Liu, Ramana Rao Kompella +6
This paper presents a multi-agent perception-action exploration alliance, dubbed A4VL, for efficient long-video reasoning. A4VL operates in a multi-round perception-action explorat…
Vision Verification Enhanced Fusion of VLMs for Efficient Visual Reasoning
Selim Furkan Tekin, Yichang Xu, Gaowen Liu +3
With the growing number and diversity of Vision-Language Models (VLMs), many works explore language-based ensemble, collaboration, and routing techniques across multiple VLMs to im…
MELT: A Behavioral Trace Dataset for High-Risk Memecoin Launch Detection
Sihao Hu, Selim Furkan Tekin, Yichang Xu +1
Launchpads have become the dominant mechanism for issuing memecoins, exposing investors to a new class of high-risk launches that existing rug-pull detection methods cannot capture…