Ising machines are emerging as specialized hardware solvers for computationally hard optimization problems. This review examines five major platforms—digital CMOS, analog CMOS, emerging devices, coherent optics, and quantum systems—highlighting physics‐rooted advantages and shared bottlenecks in scalability and connectivity.
Hyunjun Lee, Joon Pyo Kim, Sanghyeon Kim
wiley +1 more source
Alternating 2D and 3D culture reduces cell size and extends the lifespan of placenta-derived mesenchymal stem cells. [PDF]
Pan Y +8 more
europepmc +1 more source
Emerging Memory and Device Technologies for Hardware‐Accelerated Model Training and Inference
This review investigates the suitability of various emerging memory technologies as compute‐in‐memory hardware for artificial intelligence (AI) applications. Distinct requirements for training‐ and inference‐centric computing are discussed, spanning device physics, materials, and system integration.
Yoonho Cho +6 more
wiley +1 more source
Optimizing tACS for working memory: differential outcomes in healthy aging and non-amnestic mild cognitive impairment. [PDF]
Mitterová K +4 more
europepmc +1 more source
3D‐Printed Supramolecular Eutectogels—Tunable Conductive Wires for Soft Electric Circuits
Soft, flexible gels based on self‐assembling low‐molecular‐weight gelators in deep eutectic solvents can be 3D‐printed into electrical circuits using a simple wet‐spinning approach, acting as tunable conducting components, and having potential future applications in bionanoelectronics.
Tajmon T. Vadukoote +3 more
wiley +1 more source
Theory for sequence selection via phase separation and oligomerization. [PDF]
Haugerud IS +3 more
europepmc +1 more source
The molecular design strategy that integrates both side chain and backbone engineering in diketopyrrolopyrrole‐based conjugated polymers to identify the optimal balance between doping efficiency and microstructural order is demonstrated. Comprehensive spectroscopic, electrochemical, morphological, and structural characterizations reveal that the ...
Taewoong Han +13 more
wiley +1 more source
Comparison of the Ultrasonic Tip with Multidirectional Angular Cutting Geometry with the Straight Dentition Cutting in Bone Osteotomies with the Piezoelectric Technique. [PDF]
D'Amado MP +6 more
europepmc +1 more source
Graph‐based imitation and reinforcement learning for efficient Benders decomposition
Abstract This work introduces an end‐to‐end graph‐based agent for accelerating the computational efficiency of Benders Decomposition. The agent's policy is parameterized by a graph neural network, which takes as input a bipartite graph representation of the master problem and proposes a candidate solution.
Bernard T. Agyeman +3 more
wiley +1 more source
Dynamic graph structure evolution for node classification with missing attributes. [PDF]
Song X, Zhou B, Wang Y, Liu W.
europepmc +1 more source

