3 papers
cs.CL2026
Stability-Aware Feature Design for Robust Watermark Detection in Machine-Generated Text
Sina Mansouri, Mohit Marvania, Abolfazl Safikhani
The widespread adoption of large language models (LLMs) has intensified the demand for principled methods to distinguish human from machine-generated text. Watermarking provides a…
cs.AI2026
VeriSim: A Configurable Framework for Evaluating Medical AI Under Realistic Patient Noise
Sina Mansouri, Mohit Marvania, Vibhavari Ashok Shihorkar +5
Medical large language models (LLMs) achieve impressive performance on standardized benchmarks, yet these evaluations fail to capture the complexity of real clinical encounters whe…
cs.RO2025
Sparse 3D Perception for Rose Harvesting Robots: A Two-Stage Approach Bridging Simulation and Real-World Applications
Taha Samavati, Mohsen Soryani, Sina Mansouri
The global demand for medicinal plants, such as Damask roses, has surged with population growth, yet labor-intensive harvesting remains a bottleneck for scalability. To address thi…