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2026

6.

Munir, Mustafa; Rahman, Md Mostafijur; Marculescu, Radu

AdaptViG: Adaptive Vision GNN with Exponential Decay Gating Conference Forthcoming

2026 Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2026), Forthcoming.

Links | BibTeX | Tags: Deep Learning, Deep Learning Architecture, Efficient AI, Featured, Graph Neural Network

5.

Shah, Sahil; Sharan, S P; Goel, Harsh; Choi, Minkyu; Munir, Mustafa; Pasula, Manvik; Marculescu, Radu; Chinchali, Sandeep

NeuS-QA: Grounding Long-Form Video Understanding in Temporal Logic and Neuro-Symbolic Reasoning Conference Forthcoming

AAAI Conference on Artificial Intelligence 2026, Forthcoming.

Links | BibTeX | Tags: Deep Learning, Efficient AI, Featured, Generative AI

2025

4.

Munir, Mustafa; Rahman, Md Mostafijur; Wei, Xiwen; Yang, Yuedong; Marculescu, Radu

SearchViG: Optimal Vision GNNs via Ramanujan Spectral Optimization Conference Forthcoming

The Fourth Learning on Graphs Conference (LOG 2025), Forthcoming.

Links | BibTeX | Tags: Deep Learning, Deep Learning Architecture, Dynamic networks, Efficient AI, Featured, Graph Neural Network

3.

Rahman, Md Mostafijur; Marculescu, Radu

LoMix: Learnable Weighted Multi-Scale Logits Mixing for Medical Image Segmentation Conference Forthcoming

Proceedings of the Advances in Neural Information Processing Systems (NeurIPS 2025), Forthcoming.

BibTeX | Tags: Deep Learning, Logit Mixing, Medical Image Segmentation, Medical Imaging, Supervision

2.

Wei, Xiwen; Munir, Mustafa; Marculescu, Radu

Mitigating Intra- and Inter-modal Forgetting in Continual Learning of Unified Multimodal Models Conference Forthcoming

Proceedings of the Advances in Neural Information Processing Systems (NeurIPS 2025), Forthcoming.

Links | BibTeX | Tags: Continual Learning, Deep Learning, Generative AI

1.

Gedik, Hakan Emre; Martin, Andrew; Munir, Mustafa; Baser, Oguzhan; Marculescu, Radu; Chinchali, Sandeep P.; Bovik, Alan C.

AttentionViG: Cross-Attention-Based Dynamic Neighbor Aggregation in Vision GNNs Technical Report

2025.

Links | BibTeX | Tags: Deep Learning, Deep Learning Architecture, Efficient AI, Graph Neural Network