7 papers
FUSION: Frequency-guided Underwater Spatial Image recOnstructioN
Jaskaran Singh Walia, Shravan Venkatraman, Pavithra LK
Underwater images suffer from severe degradations, including color distortions, reduced visibility, and loss of structural details due to wavelength-dependent attenuation and scatt…
TactStyle: Generating Tactile Textures with Generative AI for Digital Fabrication
Faraz Faruqi, Maxine Perroni-Scharf, Jaskaran Singh Walia +4
Recent work in Generative AI enables the stylization of 3D models based on image prompts. However, these methods do not incorporate tactile information, leading to designs that lac…
AfroXLMR-Comet: Multilingual Knowledge Distillation with Attention Matching for Low-Resource languages
Joshua Sakthivel Raju, Sanjay S, Jaskaran Singh Walia +2
Language model compression through knowledge distillation has emerged as a promising approach for deploying large language models in resource-constrained environments. However, exi…
MAGE: Multi-Head Attention Guided Embeddings for Low Resource Sentiment Classification
Varun Vashisht, Samar Singh, Mihir Konduskar +2
Due to the lack of quality data for low-resource Bantu languages, significant challenges are presented in text classification and other practical implementations. In this paper, we…
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation
Jaskaran Singh Walia, Aarush Sinha, Naman Saraswat +2
Financial bond yield forecasting is challenging due to data scarcity, nonlinear macroeconomic dependencies, and evolving market conditions. In this paper, we propose a novel framew…
Optimizing Brain Tumor Segmentation with MedNeXt: BraTS 2024 SSA and Pediatrics
Sarim Hashmi, Juan Lugo, Abdelrahman Elsayed +6
Identifying key pathological features in brain MRIs is crucial for the long-term survival of glioma patients. However, manual segmentation is time-consuming, requiring expert inter…