Research
Publications
Full list of publications, preprints, and patents.
Under Review
Preprints & ManuscriptsWhen Sources Disagree: How Language Models Decide What to Trust
Conference Paper · AAAI 2027 (Under Review)
Investigates epistemic decision-making, conflict resolution, and trust heuristics in LLMs when multi-source evidence disagrees.
Do Vision-Language Models Actually See?
Journal Article · TMLR (Under Review)
Critical evaluation of perceptual capabilities, visual reasoning, and representation grounding in modern vision-language models.
Range: Resource-Aware Non-monotonicity in Generation Efficiency
Conference Paper · IKDD CODS 2026 (Under Review)
Introduces resource-aware usable-yield characterizations across model scales for structured generation efficiency.
Published & Accepted
Conferences & WorkshopsReliability Resource Tradeoffs in Structured Synthetic Data Generation
Conference Paper · BDA 2026 (Accepted)
Profiles multiobjective tradeoffs between validity, GPU energy consumption, and latency in synthetic data generation pipelines.
FluxAlloc: Adaptive Dynamic Memory Allocation
Conference Paper · IEEE DSAA 2026 (Accepted)
Presents FluxAlloc, a framework that progressively replaces static heuristics with learned allocation policies for adaptive dynamic memory management.
Reliability-Aware Structured Synthetic Data Generation via Schema Enforcement and Layered Repair
Paper · ACM SynthAI @ SIGMOD 2026 · Bengaluru, India
Reliability-Aware Structured Synthetic Data Generation via Schema Enforcement and Layered Repair. In SynthAI @ SIGMOD 2026 - Workshop on Synthetic Data Generation and Management for Building AI Systems, ACM.
Automated Assessment of Rooftop Solar Energy Potential Using Deep Learning-Driven Building Footprint Extraction Model
Conference Paper · Springer (First Online: June 2026)
Advanced Computing and Communications: Technologies for a Sustainable Future. Presents a deep learning-driven spatial framework for automated building footprint extraction and high-resolution assessment of rooftop solar energy potential.
Dynamic Query Handling with RAG Fusion for PDF-Based Knowledge Retrieval
Conference Paper · IEEE International Conference
Explores advancements in Retrieval Augmented Generation (RAG) systems tailored for PDF-based document QA featuring multi-query RAG fusion strategies.
TransDFD: A Deepfake Detection System of Mesoscopic Level
Conference Paper · IEEE International Conference
Introduces TransDFD, a novel deepfake detection system developed at the mesoscopic feature analysis level leveraging MesoNet architecture.
Automated Detection and Classification of Medicinal Plant Leaf Diseases using CNNs
Conference Paper · IEEE International Conference
A novel, fully automated system for detecting and classifying diseases in medicinal plant leaves using deep convolutional neural networks.
IoT-ML Driven Holistic Health Monitoring and Fitness Assessment
Journal Article · IEEE Transactions / Journal
A novel solution featuring an IoT-ML enabled platform for self-monitoring of health vitals and predicting fitness scores in real time.
UDR Fused Multimodal Approach for Disease Classification in Large-Scale Datasets
Book Chapter · Springer Nature
A holistic strategy for multi-class disease classification employing advanced deep learning architectures and multimodal feature fusion.
Intellectual Property
Patents
Granted and filed patents.
AI ENABLED AUDIO PROCESSING PEN FOR TRANSCRIPTION
Patent · Indian Patent Office · Patent No. 189,584
An AI-enabled smart hardware pen designed for seamless audio capture, real-time transcription, and automated note summarization.