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Debottam Dutta

4 accepted papers

2026

CO3: CONTRASTING CONCEPTS COMPOSE BETTER

ICLR 2026poster

We propose to improve multi-concept prompt fidelity in text-to-image diffusion models. We begin with common failure cases—prompts like “a cat and a clock” that sometimes yields images where one concept is missing, faint, or colliding awkwardly with another. We hypothesize that this happens when the…

Cited by 0SourceScholar
2026

Personalized Image Generation via Human-in-the-loop Bayesian Optimization

ICML 2026poster

Imagine Alice has a specific image $x^\ast$ in her mind, say, the view of the street in which she grew up during her childhood. To generate that exact image, she guides a generative model with multiple rounds of prompting and arrives at an image $x^{p*}$. Although $x^{p*}$ is reasonably close to $x^…

Cited by 0SourceScholar
2025

Estimating Multi-chirp Parameters using Curvature-guided Langevin Monte Carlo

ICASSP 2025accepted

This paper considers the problem of estimating chirp parameters from a noisy mixture of chirps. While a rich body of work exists in this area, challenges remain when extending these techniques to chirps of higher order polynomials. We formulate this as a non-convex optimization problem and propose a…

Cited by 0SourceScholar
2022

The Second Dicova Challenge: Dataset and Performance Analysis for Diagnosis of Covid-19 Using Acoustics

ICASSP 2022accepted

The Second Diagnosis of COVID-19 using Acoustics (DiCOVA) Challenge aimed at accelerating the research in acoustics based detection of COVID-19, a topic at the intersection of acoustics, signal processing, machine learning, and healthcare. This paper presents the details of the challenge, which was…

Cited by 0SourceScholar