Can Polat

11 papers Journal 10Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	C2NP: A Benchmark for Learning Scale-Dependent Geometric Invariances in 3D Materials Generation. CoRR Can Polat, Erchin Serpedin, Mustafa Kurban, Hasan Kurban
2026	J	`jnl`	How Far Can You Grow? Characterizing the Extrapolation Frontier of Graph Generative Models for Materials Science. CoRR Can Polat, Erchin Serpedin, Mustafa Kurban, Hasan Kurban
2026	J	`jnl`	SCALAR: Quantifying Structural Hallucination, Consistency, and Reasoning Gaps in Materials Foundation Models. CoRR Can Polat, Erchin Serpedin, Mustafa Kurban, Hasan Kurban
2025	J	`jnl`	Beyond Atomic Geometry Representations in Materials Science: A Human-in-the-Loop Multimodal Framework. CoRR Can Polat, Hasan Kurban, Erchin Serpedin, Mustafa Kurban
2025	J	`jnl`	CrysMTM: a multiphase, temperature-resolved, multimodal dataset for crystalline materials. Mach. Learn. Sci. Technol. Can Polat, Erchin Serpedin, Mustafa Kurban, Hasan Kurban
2025	J	`jnl`	QuantumCanvas: A Multimodal Benchmark for Visual Learning of Atomic Interactions. CoRR Can Polat, Erchin Serpedin, Mustafa Kurban, Hasan Kurban
2025	J	`jnl`	Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning. CoRR Can Polat, Hasan Kurban, Erchin Serpedin, Mustafa Kurban
2025	J	`jnl`	Understanding the Capabilities of Molecular Graph Neural Networks in Materials Science Through Multimodal Learning and Physical Context Encoding. CoRR Can Polat, Hasan Kurban, Erchin Serpedin, Mustafa Kurban
2025	J	`jnl`	xChemAgents: Agentic AI for Explainable Quantum Chemistry. CoRR Can Polat, Mehmet Tuncel, Hasan Kurban, Erchin Serpedin, Mustafa Kurban
2024	J	`jnl`	Multimodal neural network-based predictive modeling of nanoparticle properties from pure compounds. Mach. Learn. Sci. Technol. Can Polat, Mustafa Kurban, Hasan Kurban
2023	—	`conf`	A Transformer-Based Real-Time Focus Detection Technique for Wide-Field Interferometric Microscopy. SIU Can Polat, Alper Güngör, Mustafa Yorulmaz, Bilal Kizilelma, Tolga Çukur