Ax Hyunjin Seo, Hyeon Hwang, Gyubok Lee, Jay Shin, Jimin Park, Taesoo Kim, Sanghoon Lee, Hongjoon Ahn, Sungjun Han, Sangwon Jung 7/13/2026

TheBioCollection: Unified Pre-Training Scale LLM Corpus for Biology

TheBioCollection unifies scattered biological databases and resources into a cohesive pretraining corpus for biology-focused large language models.

Ax Michael Murray, Daphne Chen, Simran Bagaria, Dean Fortier, Tess Hellebrekers, Galen Mullins, Harshavardhan Gajarla, Oier Mees, Maya Cakmak, Andrey Kolobov 7/13/2026

FlowDAgger: Human-in-the-Loop Adaptation of Generative Robot Policies in Latent Space

FlowDAgger enables human-in-the-loop adaptation of pretrained generative robot policies using diffusion models, allowing rapid real-world deployment without large-scale retraining.

Ax Shikhar Bharadwaj, Kwanghee Choi, Stephen McIntosh, Chin-Jou Li, Eunjung Yeo, Daisuke Saito, Nobuaki Minematsu, Shinji Watanabe, Jian Zhu, David Harwath, David R. Mortensen 7/13/2026

Phone Segmentation and Recognition through Phonological Activation Mapping

Phone segmentation and recognition using phonological activation mapping from self-supervised speech models.

Ax Pulkit Madan, Sanjay Haresh, Reza Ebrahimi, Sunny Panchal, Apratim Bhattacharyya, Roland Memisevic 7/13/2026

On Locality and Length Generalization in Visual Reasoning

Analysis of local sequential vision models versus global models, investigating computational benefits for visual reasoning tasks.

Ax The Soofi-Team, :, Benedikt Droste, David Fitzek, Ruben H\"arle, Lukas Helff, Maximilian Idahl, Alex Jude, Abbas Goher Khan, Maurice Kraus, Timm Ruland, Richard Rutmann, Sebastian Sztwiertnia, Markus Frey, Daniil Gurgurov, Jan Pfister, Tom R\"ohr, Sebastian von Rohrscheidt, J\"org Bienert, Nicolas Flores-Herr, Simon Gottschalk, Andreas Hotho, Kristian Kersting, Joachim K\"ohler, Alexander L\"oser, Wolfgang Nejdl, Simon Ostermann, Jan Plogsties, Patrick Putzky, Mehdi Ali, Michael Fromm, Max L\"ubbering 7/13/2026

A Sovereign, Open-Source Foundation Model for German and English

Soofi S 30B-A3B: open-source MoE hybrid Mamba Transformer foundation model for German and English, 3B active parameters per token, optimized for long-context deployment.

Ax Federico L. Perlino, Oliver Hamelijnck, Adam M. Johansen, Theodoros Damoulas 7/13/2026

Deep Gaussian Processes on Directed Acyclic Graphs

ArXiv paper on deep Gaussian processes over DAGs for modeling compositions of partially-observed functions in causal and engineering systems.

Ax Rajat Ghosh 7/13/2026

Reduced-Order Models: The Mother of World Models

World models as functional descendants of model-order-reduction techniques; argues modern self-supervised approaches reimplement decades-old control theory concepts.