3 papers
cs.CV2026
SmoGVLM: A Small, Graph-enhanced Vision-Language Model
Debjyoti Mondal, Rituraj Singh, Subhadarshi Panda
Large vision-language models (VLMs) achieve strong performance on multimodal tasks but often suffer from hallucination and poor grounding in knowledge-intensive reasoning. We propo…
cs.CL2026
Can Safety Emerge from Weak Supervision? A Systematic Analysis of Small Language Models
Punyajoy Saha, Sudipta Halder, Debjyoti Mondal +1
Safety alignment is critical for deploying large language models (LLMs) in real-world applications, yet most existing approaches rely on large human-annotated datasets and static r…
cs.CV2024
Seg-HGNN: Unsupervised and Light-Weight Image Segmentation with Hyperbolic Graph Neural Networks
Debjyoti Mondal, Rahul Mishra, Chandan Pandey
Image analysis in the euclidean space through linear hyperspaces is well studied. However, in the quest for more effective image representations, we turn to hyperbolic manifolds. T…