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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Madhusundar Nelson

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2 papers indexed here

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Open access 2026

Decentralized Collaborative Reasoning with Communication-Constrained Multi-Agent Large Language Models for Multi-Domain Dialogue Systems

Experimental results demonstrate that the proposed method outperforms single-agent and centralized coordination baselines, achieving a 15% improvement in task success rate and a 20% reduction in communication cost, indicating that communication-efficient decentralized coordination significantly enhances both efficiency...

Madhusundar Nelson · 0 citations
Conference Jul 2026

A Robust Image–Text Alignment Framework using BLIP-2, CLIP and Caption Guided Fusion

Vision-language models have made remarkable improvements in multimodal understanding still, correctly mapping an image with its respective text is still problematic. A caption-based multimodal fusion scheme that fuses Bootstrapping Language-Image Pre-training Version 2(BLIP-2) and Contrastive Language–Image Pre-trainin...

Priyanka R, Madhusundar Nelson, D.Prabhu et al. · 0 citations

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