Ax Jesper B. Christensen, Ciaran Bench, Spencer A. Thomas, H\"usn\"u Aslan, David Balslev-Harder, Nadia A. S. Smith, Alessandra Manzin 3/24/2026

Ctrl-A: Control-Driven Online Data Augmentation

Automated data augmentation algorithm using control theory principles for dynamic adjustment during image model training.

Ax A. Chervov, F. Levkovich-Maslyuk, A. Smolensky, F. Khafizov, I. Kiselev, D. Melnikov, I. Koltsov, S. Kudashev, D. Shiltsov, M. Obozov, S. Krymskii, V. Kirova, E. V. Konstantinova, A. Soibelman, S. Galkin, L. Grunwald, A. Kotov, A. Alexandrov, S. Lytkin, D. Fedoriaka, A. Chevychelov, Z. Kogan, A. Natyrova, L. Cheldieva, O. Nikitina, S. Fironov, A. Vakhrushev, A. Lukyanenko, V. Ilin, D. Gorodkov, N. Bogachev, I. Gaiur, M. Zaitsev, F. Petrov, L. Petrov, T. Gaintseva, A. Gavrilova, M. N. Smirnov, N. Kalinin, A. Khan, K. Jung, H. Mousset, H. Isambert, O. Debeaupuis 3/24/2026

CayleyPy-4: AI-Holography. Towards analogs of holographic string dualities for AI tasks

Proposes discrete holographic string duality analogues for AI tasks on large graphs with speculative connections to GPT and RL systems.

Ax Chi Zhang, Xixi Hu, Bo Liu, Qiang Liu 3/24/2026

Gumbel Distillation for Parallel Text Generation

Gumbel Distillation enables parallel decoders to match autoregressive LLM quality by learning joint token distributions via novel distillation.

Ax Liang Yan, Shengzhong Zhang, Bisheng Li, Menglin Yang, Chen Yang, Min Zhou, Weiyang Ding, Yutong Xie, Zengfeng Huang 3/24/2026

Geometric Imbalance in Semi-Supervised Node Classification

Theoretical analysis of geometric imbalance problem in semi-supervised graph node classification on imbalanced datasets.

Ax Kevin Qiu, W{\l}adys{\l}aw Pa{\l}ucki, Krzysztof Ciebiera, Pawe{\l} Fija{\l}kowski, Marek Cygan, {\L}ukasz Kuci\'nski 3/24/2026

RoboMorph: Evolving Robot Morphology using Large Language Models

Automated modular robot design generation using LLMs and evolutionary algorithms with grammar-based representation and RL refinement.