Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 4 of 4 for “"Multimodal Reasoning"”.
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Artificial Intelligence (AI)-based Semantic Communications with Multimodal Data: Framework and Implementation
… existing works in this area either focus on multimodal approaches only and omit context-aware recovery or embed it in cross-modal settings, such as audio-to-video, rather than providing a unified, modality-agnostic method. These works also impose substantial architecture redesigns for …
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Resource efficient distributed inference of deep neural networks for Edge AI
… image recognition, language understanding, and multimodal reasoning. However, executing these models efficiently on edge devices remains a major challenge due to their high computational, energy, and bandwidth demands. This dissertation presents a unified framework for resource-efficient …
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Instruction Mining from Images: Constructing a Synthetic Dataset for Multimodal Learning
… και των πολυτροπικών μοντέλων όρασης–γλώσσας (Multimodal Large Language Models – MLLMs) έχει οδηγήσει στην ανάπτυξη συστημάτων ικανών να συνδυάζουν οπτική και γλωσσική πληροφορία για την εκτέλεση σύνθετων εργασιών συλλογισμού, κατανόησης εγγράφων, OCR, οπτικού διαλόγου και multimodal …
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CLOSED-LOOP SCALING: AUTONOMOUS IMPROVEMENT OF LLM AND LVLM REASONING
… via three layers. Inference-time scaling treats reasoning as search guided by self-evaluation. Training-time scaling internalizes search-discovered knowledge into parameters through iterative preference alignment. Architectural grounding provides structural foundations for sustainable scaling. …