@conference{AttentionViG,

title = {AttentionViG: Cross-Attention-Based Dynamic Neighbor Aggregation in Vision GNNs},

author = {Hakan Emre Gedik and Andrew Martin and Mustafa Munir and Oguzhan Baser and Radu Marculescu and Sandeep P. Chinchali and Alan C. Bovik},

url = {https://www.arxiv.org/abs/2509.25570},

year  = {2026},

date = {2026-09-26},

urldate = {2025-09-29},

booktitle = {The Fifth Learning on Graphs Conference},

keywords = {Deep Learning, Deep Learning Architecture, Efficient AI, Graph Neural Network},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{AdaptViG_WACV_2026,

title = {AdaptViG: Adaptive Vision GNN with Exponential Decay Gating},

author = {Mustafa Munir and Md Mostafijur Rahman and Radu Marculescu},

url = {https://ieeexplore.ieee.org/abstract/document/11492666},

year  = {2026},

date = {2026-03-02},

urldate = {2026-03-02},

booktitle = {2026 Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2026)},

keywords = {Deep Learning, Deep Learning Architecture, Efficient AI, Featured, Graph Neural Network},

pubstate = {published},

tppubtype = {conference}

}

@conference{NeuS-QA,

title = {NeuS-QA: Grounding Long-Form Video Understanding in Temporal Logic and Neuro-Symbolic Reasoning},

author = {Sahil Shah and S P Sharan and Harsh Goel and Minkyu Choi and Mustafa Munir and Manvik Pasula and Radu Marculescu and Sandeep Chinchali},

url = {https://ojs.aaai.org/index.php/AAAI/article/view/37834},

year  = {2026},

date = {2026-01-15},

urldate = {2026-01-15},

booktitle = {AAAI Conference on Artificial Intelligence 2026},

volume = {40},

number = {11},

pages = {8805\textendash8813},

keywords = {Deep Learning, Efficient AI, Featured, Generative AI},

pubstate = {published},

tppubtype = {conference}

}

@conference{SearchViG_LOG_2025,

title = {SearchViG: Optimal Vision GNNs via Ramanujan Spectral Optimization},

author = {Mustafa Munir and Md Mostafijur Rahman and Xiwen Wei and Yuedong Yang and Radu Marculescu},

url = {https://openreview.net/pdf?id=cmEzgaYIJC},

year  = {2025},

date = {2025-12-15},

urldate = {2025-12-15},

booktitle = {The Fourth Learning on Graphs Conference (LOG 2025)},

keywords = {Deep Learning, Deep Learning Architecture, Dynamic networks, Efficient AI, Featured, Graph Neural Network},

pubstate = {published},

tppubtype = {conference}

}

@conference{lomix@rahman,

title = {LoMix: Learnable Weighted Multi-Scale Logits Mixing for Medical Image Segmentation},

author = {Md Mostafijur Rahman and Radu Marculescu},

url = {https://papers.nips.cc/paper_files/paper/2025/file/5f0e54e34ba4c30fbc6f229986dbffb4-Paper-Conference.pdf},

year  = {2025},

date = {2025-12-03},

urldate = {2025-12-03},

publisher = {Proceedings of the Advances in Neural Information Processing Systems (NeurIPS 2025)},

keywords = {Deep Learning, Logit Mixing, Medical Image Segmentation, Medical Imaging, Supervision},

pubstate = {published},

tppubtype = {conference}

}

@conference{MODE_2025,

title = {Mitigating Intra- and Inter-modal Forgetting in Continual Learning of Unified Multimodal Models},

author = {Xiwen Wei and Mustafa Munir and Radu Marculescu},

url = {https://openreview.net/pdf?id=CBsANtjBV4},

year  = {2025},

date = {2025-12-03},

urldate = {2025-12-03},

booktitle = {Proceedings of the Advances in Neural Information Processing Systems (NeurIPS 2025)},

keywords = {Continual Learning, Deep Learning, Generative AI},

pubstate = {published},

tppubtype = {conference}

}