5,439,308 AI resources indexedWorking toward the world’s largest AI resource index.

PDF

Research papers

Publications about AI methods and applications.

How to use the library

Resources

Search results
Search stays within research papers.
Research paper

A Comprehensive Survey of Mamba Architectures for Medical Image Analysis: Classification, Segmentation, Restoration and Beyond

Research paper by Shubhi Bansal and collaborators. Published 2024-10-03. Topics: State Space Model, Mamba, transformers, quadratic computational complexity, long-range dependencies.

Shubhi Bansal, Sreeharish A, Madhava Prasath J, Manikandan S, Sreekanth Madisetty, Mohammad Zia Ur Rehman, Chandravardhan Singh Raghaw, Gaurav Duggal, Nagendra Kumar
Research paper

Beyond Transformers: Emerging Neural Architectures, Energy-Efficient AI, and Multimodal Fusion for Next-Generation Artificial Intelligence

It analyzes the limitations of traditional Transformer models (such as quadratic computational complexity and high energy consumption) and explores promising alternative architectures like State Space Models (SSMs) and Mamba. The paper also investigates techniques for energy-efficient AI (including quantization, pruning, knowledge distillation, and neuromorphic computing) alongside methods for multimodal fusion—integrating text, image, audio, and sensor data into unified AI systems. Overall, it argues that the future of AI lies in developing scalable, sustainable, and efficient models that move beyond a single dominant architecture

akazou, ibtissam
Creative Commons Attribution 4.0 InternationalView resource

Platform labels describe intended use. Read each resource's author credits, requirements and available access methods.