6 papers
Multi-Horizon Consistency as Geometry: When Latent Dynamics Contract, and When They Do Not
Kavya Bhand, Aadi Joshi
Multi-horizon latent consistency is a common training knob in video predictors and world models, but practitioners rarely know what it does to transition geometry. We treat lambda,…
Adaptive Fuzzy Logic-Based Steganographic Encryption Framework: A Comprehensive Experimental Evaluation
Aadi Joshi, Kavya Bhand
Digital image steganography requires a careful trade-off among payload capacity, visual fidelity, and statistical undetectability. Fixed-depth least significant bit embedding remai…
A Locality Radius Framework for Understanding Relational Inductive Bias in Database Learning
Aadi Joshi, Kavya Bhand
Foreign key discovery and related schema-level prediction tasks are often modeled using graph neural networks (GNNs), implicitly assuming that relational inductive bias improves pe…
A Fuzzy Logic-Based Cryptographic Framework For Real-Time Dynamic Key Generation For Enhanced Data Encryption
Kavya Bhand, Payal Khubchandani, Jyoti Khubchandani
With the ever-growing demand for cybersecurity, static key encryption mechanisms are increasingly vulnerable to adversarial attacks due to their deterministic and non-adaptive natu…
Enhancing Financial Decision-Making: Machine Learning and AI-Powered Predictions and Analysis
Vishal Patil, Kavya Bhand, Kaustubh Mukdam +4
The proposed system aims to use various machine learning algorithms to enhance financial prediction and generate highly accurate analyses. It introduces an AI-driven platform which…
AI-Powered Early Detection of Critical Diseases using Image Processing and Audio Analysis
Manisha More, Kavya Bhand, Kaustubh Mukdam +4
Early diagnosis of critical diseases can significantly improve patient survival and reduce treatment costs. However, existing diagnostic techniques are often costly, invasive, and…