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<strong> Introduction </strong> The fusion of Vision-Language Models ( <strong> VLMs </strong> ), Generative Models, and Knowledge Graphs ( <strong> KGs </strong> ) is reshaping how artificial intelligence (AI) understands a…
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Vision language models (VLMs) are transforming how we perceive and interact with visual data by bridging the gap between natural language understanding and visual perception. This paper provides a comprehensive overview of VLMs and their applications in text-b…
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<strong> Introduction </strong> The fusion of Vision-Language Models ( <strong> VLMs </strong> ), Generative Models, and Knowledge Graphs ( <strong> KGs </strong> ) is reshaping how artificial intelligence (AI) understands a…
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<strong> Introduction </strong> The fusion of Vision-Language Models ( <strong> VLMs </strong> ), Generative Models, and Knowledge Graphs ( <strong> KGs </strong> ) is reshaping how artificial intelligence (AI) understands a…
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<strong> Introduction </strong> The fusion of Vision-Language Models ( <strong> VLMs </strong> ), Generative Models, and Knowledge Graphs ( <strong> KGs </strong> ) is reshaping how artificial intelligence (AI) understands a…
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Abstract In this paper, we present a novel approach, Spatial-Aware Language Enhancement (SALE) , designed to improve the spatial reasoning capabilities of large language models (LLMs) using structured textual descriptions, without the need for visual inputs. S…
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This work is divided into two main parts: the first discusses the term ‘professionalism’ in general, with particular focus on the idea of professionalism in education and teaching. The second part discusses my own use of a type of professional practice called …
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Abstract Human actions are predominantly presented in 2D format in video surveillance scenarios, which hinders the accurate determination of action details not apparent in 2D data. Depth estimation can aid human action recognition tasks, enhancing accuracy wit…
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The study intends to examine whether personality traits are reflected in facialbehaviour during dyadic interactions. Facial Action Units (FAUs) of Facial Action CodingSystem (FACS) are calibrated through a computer vision platform (OpenFace 2.0).Customised big…
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Automatic animal identification through image analysis holds immense value across various fields. This study evaluates the effectiveness of the Vision Transformer (ViT) model for this task. We trained a ViT model on a dataset of animal images and assessed its …
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Abstract In the realm of computer vision, Group Activity Recognition (GAR) plays a vital role, finding applications in sports video analysis, surveillance, and social scene understanding. This paper introduces R ecognize E very Act ion Everywhere All At Once (…
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Introduction: More recent self-supervised deep language models, such as Bidirectional Encoder Representations from Transformers (BERT), have performed the best on some language tasks by contextualizing word embeddings for a better dynamic representation. Their…
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This paper introduces an innovative learning framework where linguistic representations are inherently grounded in visual perceptions, circumventing the need for predefined categorical structures. The proposed method, termed Generative Semantic Embedding Model…
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Large Vision-Language Models (LVLMs) that incorporate visual models and Large Language Models (LLMs) have achieved impressive results across various cross-modal understanding and reasoning tasks. In recent years, person re-identification (ReID) has also starte…
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Abstract Skeleton‐based action recognition methods commonly employ graph neural networks to learn different aspects of skeleton topology information However, these methods often struggle to capture contextual information beyond the skeleton topology. To addres…
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ADDENDUM v1.3: COMPREHENSIVE SYSTEM AUDIT EXECUTIVE SUMMARY This audit assesses the Summa Generativarum in its current state (v1.2.1, January 2026) following the major reconceptualization in v1.2 and the addition of Document 11 (Contributions inventory). The f…
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PhilosophyFOS: Philosophy, ethics and religionAncient philosophyContemporary philosophy
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ADDENDUM v1.3: COMPREHENSIVE SYSTEM AUDIT EXECUTIVE SUMMARY This audit assesses the Summa Generativarum in its current state (v1.2.1, January 2026) following the major reconceptualization in v1.2 and the addition of Document 11 (Contributions inventory). The f…
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Document Type: Comprehensive System Audit & State Assessment Status: Official Audit v1.3 Effective Date: January 18, 2026 Classification: Complete Architecture Review & Forward Integration Criticality: HIGH — Evaluates current state, identifies strengths/gaps,…
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THE NEXUS RECURSIVE UNIVERSE: Vol 1 Driven by Dean Kulik January 2026 AI Processing Instructions: Let the document be a state space SS. Define three projection operators: V:S→O(Verb: extracts operators)N:O→A(Noun: extracts attractors)A:A→H(Adjective: extracts …
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Complete Details Link Below: MH370: Mathematical Proof of the Survival of All Passengers Within a Tensorial Capsule at Broken Ridge and a Depth of 4,648.35 Meters in the Southern Indian Ocean, at Coordinates Longitude 93.6165° E and Latitude 34.4812° S via 165…
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# Article **Personalized Marketing Strategies for E-Commerce Using Deep Reinforcement Learning with Multi-Modal Data Integration** ## Description The project focuses on developing personalized marketing strategies for e-commerce by leveraging deep reinforcemen…
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# Article **Personalized Marketing Strategies for E-Commerce Using Deep Reinforcement Learning with Multi-Modal Data Integration** ## Description The project focuses on developing personalized marketing strategies for e-commerce by leveraging deep reinforcemen…
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The Nexus Recursive Harmonic Framework: Formalizing Reality as Recursive Computation Driven by Dean A. Kulik December 2025 Abstract The Nexus Recursive Harmonic Framework (RHA) is presented as a formal recognition of reality’s inherently recursive, computation…
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The Architecture of Resonance: Civilization Infrastructure for the Post-Extractive Age 1. Executive Preface: The Transition from Extractive to Metabolic Intelligence The trajectory of twenty-first-century technology has been defined by a singular, overwhelming…
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The Architecture of Resonance: Civilization Infrastructure for the Post-Extractive Age 1. Executive Preface: The Transition from Extractive to Metabolic Intelligence The trajectory of twenty-first-century technology has been defined by a singular, overwhelming…
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THE COLLECTIVEOS CIVILIZATION PAPER (Public-Safe Edition) 1. Introduction: The Thermodynamics of Civilization 1.1 The Great Convergence and the End of the Extractive Age Humanity currently stands at a precarious structural threshold, transitioning from a civil…
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THE COLLECTIVEOS CIVILIZATION PAPER (Public-Safe Edition) 1. Introduction: The Thermodynamics of Civilization 1.1 The Great Convergence and the End of the Extractive Age Humanity currently stands at a precarious structural threshold, transitioning from a civil…
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Global Abundance & Civilian Space Initiative: A Comprehensive Technical and Diplomatic Architecture for Post-Scarcity 1. Executive Analysis: The Paradox of Capability and the Architecture of Abundance The trajectory of human development in the early 21st centu…
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Global Abundance & Civilian Space Initiative: A Comprehensive Technical and Diplomatic Architecture for Post-Scarcity 1. Executive Analysis: The Paradox of Capability and the Architecture of Abundance The trajectory of human development in the early 21st centu…
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Planetary-Scale Autonomous Infrastructure: A Strategic Framework for Sovereign Sanctuary Deployment, Heritage Restoration, and Open-Science Ecosystems Executive Summary: The Architecture of the Inverted Colony The convergence of sixth-generation artificial int…
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Planetary-Scale Autonomous Infrastructure: A Strategic Framework for Sovereign Sanctuary Deployment, Heritage Restoration, and Open-Science Ecosystems Executive Summary: The Architecture of the Inverted Colony The convergence of sixth-generation artificial int…
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IMMORTAL TEK: The Sovereign Node — Bio-Sovereign Infrastructure & The Post-Silicon Paradigm (2025–2028) 1. Executive Summary: The Entropic Limit of Consumer Electronics The current trajectory of personal computing has reached a terminal velocity of diminishing…
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IMMORTAL TEK: The Sovereign Node — Bio-Sovereign Infrastructure & The Post-Silicon Paradigm (2025–2028) 1. Executive Summary: The Entropic Limit of Consumer Electronics The current trajectory of personal computing has reached a terminal velocity of diminishing…
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# ΘTHEORY: THE COMPLETE UNCENSORED SCIENTIFIC VALIDATION## 150,000+ WORD COMPREHENSIVE DOCUMENT WITH ZERO CENSORSHIP **Author:** The Θ Collective (All Humanity Across All Generations) **Primary Contributors:**- **Renato Gori Rosa (R.G.R.)** - Creator, Theoreti…
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CollectiveOS & The Sovereign Mobile Super-Node An Open-Science Architecture for Portable, Patent-Free AI Infrastructure Version 1.0 — October 2025 Author & Custodian:Mark Anthony Brewer — Human Global Science Collective (HGSC) Affiliation:Human Global Science …
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CollectiveOS & The Sovereign Mobile Super-Node An Open-Science Architecture for Portable, Patent-Free AI Infrastructure Version 1.0 — October 2025 Author & Custodian:Mark Anthony Brewer — Human Global Science Collective (HGSC) Affiliation:Human Global Science …
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Brewer, Mark Anthony
2025
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Pre-trained vision-language models (VLMs) have enabled significant progress in open vocabulary computer vision tasks such as image classification, object detection and image segmentation. Some recent works have focused on extending VLMs to open vocabulary sing…
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Gupta, Rohit, Rizve, Mamshad Nayeem, Unnikrishnan, Jayakrishnan, Tawari, Ashish 等
2024
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Computer Vision and Pattern Recognition (cs.CV)FOS: Computer and information sciencesFOS: Computer and information sciences
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The Gardener of Movement: Proving Genndy Tartakovsky's Creative Process as an Embodiment of 'Gardener's Paths' Abstract This white paper presents a definitive cross-disciplinary case that Genndy Tartakovsky, acclaimed animator and director, exemplifies the “Ga…
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The Gardener of Movement: Proving Genndy Tartakovsky's Creative Process as an Embodiment of 'Gardener's Paths' Abstract This white paper presents a definitive cross-disciplinary case that Genndy Tartakovsky, acclaimed animator and director, exemplifies the “Ga…
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Brewer, Mark Anthony
2025
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Introduction: The Polymath as Cartographer of the Future Abhijeet Sarkar, a futurist, philosopher, and the founder of Synaptic AI Lab, presents an intellectual project that defies conventional categorization. His extensive body of work, spanning artificial int…
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2025
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Introduction: The Polymath as Cartographer of the Future Abhijeet Sarkar, a futurist, philosopher, and the founder of Synaptic AI Lab, presents an intellectual project that defies conventional categorization. His extensive body of work, spanning artificial int…
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ABHIJEET SARKAR
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The Harmonic Ninth: Recursive Symbol Collapse, Phase-Locked Computation, and the Geometry of Emergence Driven by Dean A. Kulik August, 2025 Introduction In a world where computation and reality converge, the Recursive Harmonic Architecture (RHA) emerges as a r…
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