6 papers
Preventing Curriculum Collapse in Self-Evolving Reasoning Systems
Vaibhav Mishra
Self-evolving reasoning frameworks let LLMs improve their reasoning capabilities by iteratively generating and solving problems without external supervision, using verifiable rewar…
Comparing Computational Pathology Foundation Models using Representational Similarity Analysis
Vaibhav Mishra, William Lotter
Foundation models are increasingly developed in computational pathology (CPath) given their promise in facilitating many downstream tasks. While recent studies have evaluated task…
BoxCell: Leveraging SAM for Cell Segmentation with Box Supervision
Aayush Kumar Tyagi, Vaibhav Mishra, Prathosh A. P. +1
Cell segmentation in histopathological images is vital for diagnosis, and treatment of several diseases. Annotating data is tedious, and requires medical expertise, making it diffi…
Scalable Offline ASR for Command-Style Dictation in Courtrooms
Kumarmanas Nethil, Vaibhav Mishra, Kriti Anandan +1
We propose an open-source framework for Command-style dictation that addresses the gap between resource-intensive Online systems and high-latency Batch processing. Our approach use…
Foundational Large Language Models for Materials Research
Vaibhav Mishra, Somaditya Singh, Dhruv Ahlawat +7
Materials discovery and development are critical for addressing global challenges. Yet, the exponential growth in materials science literature comprising vast amounts of textual da…
MeasureNet: Measurement Based Celiac Disease Identification
Aayush Kumar Tyagi, Vaibhav Mishra, Ashok Tiwari +5
Celiac disease is an autoimmune disorder triggered by the consumption of gluten. It causes damage to the villi, the finger-like projections in the small intestine that are responsi…