Kaleidoscope Academic Conference Proceedings 2026
Foreword
General Chairman's message
Table of Contents
Committees
Keynote Summaries
Keynote Papers
Invited Papers
SESSION 1 – GLOBAL AI GOVERNANCE, SOVEREIGNTY, AND POLICY FRAMEWORKS
     THE AMPLIFIED SOVEREIGNTY PARADOX: AI GOVERNANCE LESSONS FROM SMALL ISLAND DEVELOPING STATES
     INTERSECTIONAL AI GOVERNANCE FOR HIGHER EDUCATION IN COLOMBIA: TOWARD ETHICAL AND SOVEREIGN DIGITAL FUTURES IN LATIN AMERICA
     AI-NATIVE SEP GOVERNANCE: A GLOBAL FRAMEWORK FOR ALGORITHMIC ESSENTIALITY, EVIDENCE GROUNDING, AND IP VALUATION OF STANDARD-DRIVEN INNOVATION
     ARTIFICIAL INTELLIGENCE GOVERNANCE AT THE GLOBAL LEVEL: POLICY, STANDARDS AND INSTITUTIONAL DESIGN
     RESPONSIBLE AI IN EMERGING MARKETS: A GOVERNANCE BY DESIGN MODEL FOR SCALABLE, ETHICAL, AND INCLUSIVE AI DEPLOYMENTS
SESSION 2 – ETHICS, RESPONSIBILITY, AND TRUSTWORTHY AI SYSTEMS
     FROM INNOVATION TO INTEGRITY: WHY AFRICA’S ARTIFICIAL INTELLIGENCE FUTURE DEPENDS ON ETHICS
     AGI FOR COLLECTIVE WELL-BEING: A POLICY VISION FOR RESPONSIBLE INNOVATION THROUGH A SOCIAL WORK LENS
     RESPONSIBLE GENERATIVE AI IN PRACTICE: A GOVERNANCE-ALIGNED REVIEW OF METHODS, BENCHMARKS, AND POLICIES
SESSION 3 – AI IN HEALTHCARE AND WELL-BEING APPLICATIONS
     CLINICALLY-GROUNDED AND HUMAN-CENTRIC MACHINE LEARNING SYSTEM FOR PERSONALIZED FERTILITY DIAGNOSTICS AND EARLY INTERVENTION USING MODULAR CLINICAL, IMAGING AND BEHAVIORAL BIOMARKERS
     MULTIMODAL HEALTH STATE MONITORING SYSTEM USING WEARABLE SENSOR AND SPATIO-TEMPORAL GRAPH ATTENTION
     WHEN 99.98% IS TOO GOOD TO BE TRUE:PREVENTING RULE-INDUCED OVERFITTING IN EMBODIED CLINICAL AI FOR SURGICAL READMISSION PREDICTION
     POCKET DIAGNOSIS: EX-YOLO-DRIVEN REAL-TIME OPHTHALMIC DIAGNOSIS WITH SMARTPHONE APPLICATIONS
     INTERNATIONAL APPROACHES TO SCALING AI IN HEALTHCARE: POLICY APPROACHES BALANCING DEVELOPMENT OF HOME-GROWN SYSTEMS WITH PROCURING COMMERCIAL PRODUCTS
     DRIVER DROWSINESS DETECTIONON THE EDGE
SESSION 4 – AI FOR SUSTAINABLE DEVELOPMENT: EDUCATION, INCLUSION, AND SOCIETY
     MAPPING SCHOOLS FOR SUSTAINABLE CONNECTIVITYA GEOSPATIAL AI APPROACH LEVERAGING FOUNDATION MODELS
     DEVELOPMENT OF LOW-COST REAL-TIME MULTILINGUAL COMMUNICATION WITH AN EMBEDDED AI MULTIMODAL SPEECH-TO-SPEECH TRANSLATION SYSTEM
     TOWARDS INCLUSIVE AI ECONOMIES: WORKFORCE, SKILLS, ANDPOLICY INSIGHTS FROM INDIA’S AI JOB CREATION ROADMAP
     REUNITING THE FRAGMENTED BODY OF EMAI:A GLOBAL ANALYSIS OF EMBODIED AI RESEARCH AND DEVELOPMENT
     FROM SCATS TO MOBILITY JUSTICE: AN AI-DRIVEN TRAFFIC CONTROLSTANDARD FOR HETEROGENEOUS AFRICAN CITIES
SESSION 5 – CYBERSECURITY, PRIVACY, AND TRUST IN AI SYSTEMS
     RESILIENCE AGAINST ADVERSARIAL CONCEPT DRIFT IN PORT SCANNING: BATCHVS. INCREMENTAL PARADIGMS FOR GREEN AI
     AI-ENABLED INTERNET VOTING AS A SECURE DIGITAL PUBLIC SERVICE: ABIOMETRIC AND LEDGER-BASED REFERENCE ARCHITECTURE
     TOWARDS TRUSTWORTHY AI IN TELECOM SECURITY: INTEGRATING BEHAVIORALECONOMICS FOR EXPLAINABLE AND SUSTAINABLE THREAT DETECTION
     A SEQUENTIAL MODEL SELECTION AND OPTIMIZATION FRAMEWORK FORSECURITY IN ZERO-TOUCH NETWORK ENVIRONMENTS
     ADAPTIVE RANKS FOR PERSONALIZED FEDERATED LARGE LANGUAGE MODELSUNDER PARAMETER BUDGET CONSTRAINTS
     COMPARATIVE ANALYSIS OF INTERPRETIVE DIVERGENCE IN EXTERNALLY ANDREGIONALLY TRAINED LANGUAGE MODELS
SESSION 6 – AI-NATIVE NETWORKS, 5G/6G, AND TELECOM ARCHITECTURES
     XPIPE: EXPLAINABLE MULTI-STAGE LLM PIPELINE EVALUATION VIA CAUSAL ATTRIBUTION FOR TELECOMMUNICATIONS
     TOWARD DEPLOYABLE SEMANTIC COMMUNICATION IN 6G: AN SKMF-ENABLED WIDE-COUPLING FRAMEWORK WITH CONTROLLED EXPOSURE
     AI-DRIVEN NETWORK ORCHESTRATION UNDER PARTIAL SOVEREIGNTY: ARCHITECTURAL CHALLENGES AND OPERATIONAL IMPLICATIONS IN CRITICAL NETWORKS
     HIERARCHICAL MULTI-OBJECTIVE LEARNING FOR CONTEXT-AWARE 5G RAN SLICE RESOURCE ALLOCATION
     ARTIFICIAL INTELLIGENCE (AI)-NATIVE CLOSED-LOOP SELF-HEALING FOR RURALAND EDGE TELECOM NETWORKS IN NETWORK SIMULATOR 3 (NS-3):RANDOMIZED FAULT INJECTION, EXPLAINABLE DETECTION, ANDPOLICY-GROUNDED ORCHESTRATION
     PLATFORM LIMITATIONS FOR 6G REAL-TIME APPLICATIONS
SESSION 7 – INFRASTRUCTURE, SUSTAINABILITY, AND EMERGING TECH ECOSYSTEMS
     AN INNOVATION ECOSYSTEM ETHICS APPROACH FOR QUANTUM SAFE TRANSITIONS
     AEGIS 6G: A COMPREHENSIVE GOVERNANCE FRAMEWORK ADDRESSING CRITICAL GAPS IN SIXTH-GENERATION AI-NATIVE NETWORKS
     COORDINATION BETWEEN NETWORKING AND COMPUTING RESOURCES FOR ENERGY SAVING IN DISAGGREGATED COMPUTING IN DATA CENTERS
     DEEP LEARNING-BASED MONITORING AND CONTROL OF HYDROPONIC LEAFY VEGETABLES FOR URBAN FARMING
     BRIDGING LANGUAGE DIVERSITY: A RETRIEVAL AUGMENTED GENERATION BASED FRAMEWORK FOR INFORMATION EXTRACTION FOR SOUTH INDIAN LANGUAGE DOCUMENTS
     ENFORCEABLE DIGITAL SOVEREIGNTY IN GOVERNMENT CLOUD PROCUREMENT
FAST-FORWARD POSTER PREVIEW SESSION
     ARTIFICIAL INTELLIGENCE-DRIVEN SIGN LANGUAGE INTERPRETING AVATARS
     VALUATION BY ABSENCE: MODELING EVIDENTIARY GAPS IN PATENT VALUE ASSESSMENT
     EDGE-NATIVE LLMS: A SUSTAINABLE ARCHITECTURE FOR OFFLINE-FIRSTEDUCATION IN RURAL 6G NETWORKS
     CARBON LENS-SENEGAL: A MULTI-SOURCE MACHINE LEARNING APPROACH FOR FOREST BIOMASS ESTIMATION IN TROPICAL WEST AFRICA
     AI REGULATIONS, GOVERNANCE AND ETHICAL CONSIDERATIONS: AN INDIAN PERSPECTIVE
     PROTECTING SYNTHETIC TELECOMMUNICATIONS DATA: A LEGAL REVIEW AND PROPOSED REFORMS 
     REFORMING GLOBAL AI GOVERNANCE: INSTITUTIONAL DESIGN FOR THE NEXT UN SECRETARY-GENERAL’S MANDATE
     EXPERIMENTAL DEMONSTRATION OF A REAL-TIME WIDEBAND OFDM GENERATION IN SUB-THZ
     SOVEREIGN-AWARE AI AND QUANTUM GOVERNANCE: A MULTI-MODEL PROTOTYPE FOR SOCIOTECHNICAL POLICY EVALUATION
     AUGMENTING VOLATILITY FORECASTING IN VOLUNTARY CARBON MARKETS: A HYBRID LARGE LANGUAGE MODEL AND GARCH-X FRAMEWORK FOR INDIA
     COMPUTER VISION-ENABLED IOT FRAMEWORK FOR WILDLIFE DETERRENCE SYSTEM IN SUSTAINABLE FARMING AND LIVESTOCK PROTECTION
     A PAN-AFRICAN AI-ENABLED DIGITAL INNOVATION ECOSYSTEM FOR HEALTH, EDUCATION AND DECENT WORK: LEVERAGING HYBRID CONNECTIVITY, DATA AND FRONTIER TECHNOLOGIES TO ACCELERATE THE SDGS
ABSTRACTS
INDEX OF AUTHORS