Multimodal learning with next-token prediction for large multimodal models
Tokenizer design A unified tokenizer discretizes texts, images and videos into compact token sequences using shared codebooks. This…
Large-scale stochastic simulation of open quantum systems
Simulation of open quantum systemsLindbladian master equations A large variety of processes in quantum physics can be captured…
The generalized quantum Stein’s lemma and the second law of quantum resource theories
Nielsen, M. A. & Chuang, I. L. Quantum Computation and Quantum Information: 10th Anniversary Edition (Cambridge Univ. Press,…
Magnetic and electric polar regions in the magnetoelectric composite microstructure
CoFe\(_2\)O\(_4\)–-Pr:SrTiO\(_3\) thick film preparation Cobalt acetate (Co(CH\(_3\)CO\(_2)_2\).4H\(_2\)O, Sigma Aldrich), Iron nitrate (Fe(NO\(_3)_3\).9H\(_2\)O, Sigma Aldrich), Titanium isopropoxide (C\(_{12}\)H\(_{28}\)O\(_4\)Ti, Sigma…
Entanglement theory with limited computational resources
We now aim to determine the fundamental limits and possibilities of computationally efficient entanglement manipulation. Here the goal…
An enhanced instantaneous detonation model for underwater explosions involving condensed explosives
Underwater explosion (UNDEX) has found applications in diverse research fields, including underwater mineral mining, waterway and port excavation,…
Efficient quantum thermal simulation | Nature
We provide the explicit form of our construction and explain how exact detailed balance can be achieved through…
Comparison of clinical hysterectomy indications with ai-based recommendations: a prospective study
In this study, the demographic characteristics, clinical histories, and surgical outcomes of 87 women who underwent hysterectomy were…
Solving the many-electron Schrödinger equation with a transformer-based framework
QiankunNet with transformer architecture In the study of quantum systems, we encounter complex structures characterized by N interacting…
Constant-overhead magic state distillation | Nature Physics
Gottesman, D. An introduction to quantum error correction. Proc. Symp. Appl. Math. 58, 221–236 (2002). Article MathSciNet Google…
Analog in-memory computing attention mechanism for fast and energy-efficient large language models
Hardware-based neural network simulations We implement the sliding window attention by masking the elements of S outside the…
Analog optical computer for AI inference and combinatorial optimization
Experimental set-up The key components of our experimental set-up are shown in Fig. 1a and Extended Data Fig.…