Ax Yicheng Di 3/13/2026

LLM-driven Multimodal Recommendation

arXiv: LMMRec framework using LLMs to model user motivations in multimodal recommendation systems from heterogeneous information sources.

Ax Xinwu Ye, Yicheng Mao, Jia Zhang, Yimeng Liu, Li Hao, Fang Wu, Zhiwei Li, Yuxuan Liao, Zehong Wang, Zhiyuan Liu, Zhenfei Yin, Li Yuan, Philip Torr, Huan Sun, Xiangxiang Zeng, Mengdi Wang, Le Cong, Shenghua Gao, Xiangru Tang 3/13/2026

LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning

arXiv: LatentChem decouples chemical reasoning from natural language by using latent representations instead of chain-of-thought prompting.

Ax Jan Pauls, Karsten Schr\"odter, Sven Ligensa, Martin Schwartz, Berkant Turan, Max Zimmer, Sassan Saatchi, Sebastian Pokutta, Philippe Ciais, Fabian Gieseke 3/13/2026

ECHOSAT: Estimating Canopy Height Over Space And Time

arXiv: ECHOSAT global tree height mapping using vision transformers on multi-sensor satellite data for forest monitoring.

Ax Jose Javier Gonzalez Ortiz, Abhay Gupta, Christopher Rinard, Davis Blalock 3/13/2026

FlashOptim: Optimizers for Memory-Efficient Training

arXiv: FlashOptim memory-efficient optimizers for mixed-precision neural network training reducing parameter storage overhead.

Ax Qian Da, Yijiang Chen, Min Ju, Zheyi Ji, Albert Zhou, Wenwen Wang, Matthew A Abikenari, Philip Chikontwe, Guillaume Larghero, Bowen Chen, Peter Neidlinger, Dingrong Zhong, Shuhao Wang, Wei Xu, Drew Williamson, German Corredor, Sen Yang, Le Lu, Xiao Han, Kun-Hsing Yu, Jun-zhou Huang, Laura Barisoni, Geert Litjens, Anant Madabhushi, Lifeng Zhu, Chaofu Wang, Junhan Zhao, Weiguo Hu 3/13/2026

Computational Pathology in the Era of Emerging Foundation and Agentic AI -- International Expert Perspectives on Clinical Integration and Translational Readiness

Expert perspectives on integrating foundation models and AI agents into clinical computational pathology with translational readiness assessment.

Ax Satheeshkumar Veeramani, Anna Kisil, Abigail Bentley, Hatem Fakhruldeen, Gabriella Pizzuto, Andrew I. Cooper 3/13/2026

Human-Aware Robot Behaviour in Self-Driving Labs

Human-aware behavior design for mobile robot chemists in autonomous self-driving laboratories.

Ax Maxwell Miller-Golub, Collin Coil, Kamil Faber, Marcin Pietron, Panpan Zheng, Pasquale Minervini, Roberto Corizzo 3/13/2026

Rethinking the Harmonic Loss via Non-Euclidean Distance Layers

Proposes harmonic loss as alternative to cross-entropy for training deep neural networks with improved interpretability.

Ax Artem Dvirniak, Evgeny Kushnir, Dmitrii Tarasov, Artem Iudin, Oleg Kiriukhin, Mikhail Pautov, Dmitrii Korzh, Oleg Y. Rogov 3/13/2026

Towards Robust Speech Deepfake Detection via Human-Inspired Reasoning

Human-inspired reasoning approach for robust speech deepfake detection with improved generalization to unseen audio domains and interpretability.

Ax Pum Jun Kim, Seung-Ah Lee, Seongho Park, Dongyoon Han, Jaejun Yoo 3/13/2026

On the Reliability of Cue Conflict and Beyond

Analysis of cue-conflict benchmarks for measuring neural network shape-texture bias, identifying instability in stylization-based bias estimation methods.