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Marcella Cornia — most-cited papers & profile · Multimodal
← authors
·
overview
Marcella Cornia
20
papers ·
123
citations ·
17
h-index
University of Modena and Reggio Emilia
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Wiki-LLaVA: Hierarchical Retrieval-Augmented Generation for Multimodal LLMs
2024 · 35 citations
Mind the Heads: Topological Representation Alignment for Multimodal LLMs
2026
Recurrence Meets Transformers For Universal Multimodal Retrieval
2025
Look Twice: Training-Free Evidence Highlighting in Multimodal Large Language Models
2026
CounterVid: Counterfactual Video Generation for Mitigating Action and Temporal Hallucinations in Video-Language Models
2026
ReAG: Reasoning-Augmented Generation for Knowledge-based Visual Question Answering
2025
Multimodal Attention Networks for Low-Level Vision-and-Language Navigation
2019
ALADIN: Distilling Fine-grained Alignment Scores for Efficient Image-Text Matching and Retrieval
2022
Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation
2023
Safe-CLIP: Removing NSFW Concepts from Vision-and-Language Models
2023
Positive-Augmented Contrastive Learning for Vision-and-Language Evaluation and Training
2024
Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering
2024
Top co-authors
Lorenzo Baraldi
· 9
Rita Cucchiara
· 9
Sara Sarto
· 7
Davide Caffagni
· 4
Federico Cocchi
· 4
Nicholas Moratelli
· 3
Alberto Compagnoni
· 2
Tobia Poppi
· 2
Amanmeet Garg
· 1
Burak Uzkent
· 1
Fabrizio Falchi
· 1
Federico Landi
· 1
Topics
Vision-Language Models
Benchmarks
Visual QA & Reasoning
Video-Language
Image-Text Retrieval
Audio-Visual
Embodied & Agents