3 citations · 3 across the 7 of their papers we have counts for
5 papers · 1 filter
Reasoning with Image Generation
Nishad Singhi, Hector Garcia Rodriguez, Aditya Arora +2
Chain-of-thought reasoning has revolutionized natural language processing by enabling large language models (LLMs) to decompose problems into intermediate steps before answering. Y…
From Visual Cues to Spoken Narration: Rethinking Audio Description
Akshita Gupta, Aditya Arora, Federico Tombari +2
Audio Description (AD) provides spoken narration of visual events during dialogue gaps, making movies accessible to visually impaired audiences. The problem requires determining bo…
Calibrated Sampling-Free Uncertainty Estimation in Bayesian Deep Learning
Tobias Jan Wieczorek, Leon de Andrade, Thomas Möllenhoff +1
Modern deep learning models remain notoriously prone to overconfidence, limiting their reliability in high-stakes applications. Bayesian methods aim to counter this by learning a d…
ReCap: Lightweight Referential Grounding for Coherent Story Visualization
Aditya Arora, Akshita Gupta, Pau Rodriguez +1
Story Visualization aims to generate a sequence of images that faithfully depicts a textual narrative that preserve character identity, spatial configuration, and stylistic coheren…
Evaluating the Impact of Post-Training Quantization on Reliable VQA with Multimodal LLMs
Paul Jonas Kurz, Tobias Jan Wieczorek, Mohamed A. Abdelsalam +2
Multimodal Large Language Models (MLLM) are increasingly deployed in domains where both reliability and efficiency are critical. However, current models remain overconfident, produ…