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Vaibhav Balloli

3 accepted papers

2025

Bridging the Language Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs

COLING 2025main

Large language models (LLMs) have revolutionized various domains but still struggle with non-Latin scripts and low-resource languages. This paper addresses the critical challenge of improving multilingual performance without extensive fine-tuning. We introduce a novel dynamic learning approach that…

Cited by 0SourcePDFScholar
2024

Are They the Same Picture? Adapting Concept Bottleneck Models for Human-AI Collaboration in Image Retrieval

IJCAI 2024poster

Image retrieval plays a pivotal role in applications from wildlife conservation to healthcare, for finding individual animals or relevant images to aid diagnosis. Although deep learning techniques for image retrieval have advanced significantly, their imperfect real-world performance often necessita…

2023

Chanakya: Learning Runtime Decisions for Adaptive Real-Time Perception

NeurIPS 2023poster

Real-time perception requires planned resource utilization. Computational planning in real-time perception is governed by two considerations -- accuracy and latency. There exist run-time decisions (e.g. choice of input resolution) that induce tradeoffs affecting performance on a given hardware, aris…