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Extrapolating Jet Radiation with Autoregressive Transformers

arXiv:2412.12074v2 Announce Type: replace-cross Abstract: Generative networks are an exciting tool for fast LHC event fixed number of particles. Autoregressive transformers allow us to generate events containing variable numbers of particles, very much in line with the physics of QCD…

Trustworthy scientific inference with generative models

arXiv:2508.02602v2 Announce Type: replace-cross Abstract: Generative artificial intelligence (AI) excels at producing complex data structures (text, images, videos) by learning patterns from training examples. Across scientific disciplines, researchers are now applying generative models to “inverse problems” to directly predict hidden…

Luxical: High-Speed Lexical-Dense Text Embeddings

arXiv:2512.09015v2 Announce Type: replace-cross Abstract: Frontier language model quality increasingly hinges on our ability to organize web-scale text corpora for training. Today’s dominant tools trade off speed and flexibility: lexical classifiers (e.g., FastText) are fast but limited to producing classification…

Bidirectional Representations Augmented Autoregressive Biological Sequence Generation

arXiv:2510.08169v3 Announce Type: replace Abstract: Autoregressive (AR) models, common in sequence generation, are limited in many biological tasks such as de novo peptide sequencing and protein modeling by their unidirectional nature, failing to capture crucial global bidirectional token dependencies. Non-Autoregressive…