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    • Advanced Interface Engineering for High-Performance Solar Cells and Green Hydrogen 2 days ago
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Home Contents Research

From Millions of Virtual Structures to Three Real Breakthroughs

Their findings were published on March 24 in JACS Au, a prestigious journal of the American Chemical Society (ACS).

The study highlights the first-ever synthesis of algorithm-selected ZIFs, showcasing the synergy of computational screening and experimental validation in advanced materials discovery.

From Millions of Virtual Structures to Three Real Breakthroughs

Abstract Zeolitic imidazolate frameworks (ZIFs), metal–organic analogues of zeolites, hold great potential for carbon-neutral applications due to their exceptional stability and porosity. However, ZIF discovery has been hindered by the limi... Read More

Apr 28, 2025 By JooHyeon Heo Research
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New Technology Targets Immune-Evading Proteins in Cancer Cells

Their findings were published in Advanced Science on April 3, 2025.

New Technology Targets Immune-Evading Proteins in Cancer Cells

Abstract Recently, targeted protein degradation (TPD) strategies have emerged as a promising solution to tackle undruggable proteins. While most TPD strategies target intracellular proteins, limited options exist for targeting extracellular... Read More

Apr 25, 2025 By JooHyeon Heo Research
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New Study Unveils Material Design Strategy to Mitigate Internal Cracks in Next-Generation Cathode Materials

Their findings were published in Angewandte Chemie International Edition on April 11, 2025.

New Study Unveils Material Design Strategy to Mitigate Internal Cracks in Next-Generation Cathode Materials

Abstract Single-crystal cathodes have been investigated for their inherent resistance to intergranular cracking due to the absence of grain boundaries. However, these materials exhibit significant intragranular cracking, and the underlying... Read More

Apr 22, 2025 By JooHyeon Heo Research
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AI Reinforcement Learning Breakthrough for Accurate Decision-Making in Unknown Situations

Their ICLR paper titled "Flat Reward in Policy Parameter Space Implies Robust Reinforcement Learning" has been selected as Oral, which is Top 1.8% of all submissions.

AI Reinforcement Learning Breakthrough for Accurate Decision-Making in Unknown Situations

Abstract Investigating flat minima on loss surfaces in parameter space is well-documented in the supervised learning context, highlighting its advantages for model generalization. However, limited attention has been paid to the reinforcemen... Read More

Apr 21, 2025 By JooHyeon Heo Research
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Breakthrough Algorithm Detects Collisions of High-Energy Particles in Nuclear Fusion Reactors

The findings of this research have been published in the April 2025 issue of Computer Physics Communications.

Breakthrough Algorithm Detects Collisions of High-Energy Particles in Nuclear Fusion Reactors

Abstract In the quest for a virtual nuclear fusion reactor that can rapidly respond to user demands, we present a study focusing on the development of a fast ion particle collision module and realistic wall modeling using three-dimensional... Read More

Apr 18, 2025 By JooHyeon Heo Research
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New Technology Developed for H2 Production from Sugarcane Waste and Sunlight

Their findings have been published in Nature Communications on March 19, 2025.

New Technology Developed for H2 Production from Sugarcane Waste and Sunlight

Abstract To commercialize the technology of photoelectrochemical hydrogen production, it is essential to surpass the US. Department of Energy target of 0.36 mmol h−1 cm−2 for 1-sun hydrogen production rate. In this study, we utilize crystal... Read More

Apr 17, 2025 By JooHyeon Heo Research
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New Study Unveils Groundbreaking Fingerprint-Enabled Electronic Skin with Enhanced Security

Their findings were published in the prestigious international journal, Nature Communications on March 5, 2025.

New Study Unveils Groundbreaking Fingerprint-Enabled Electronic Skin with Enhanced Security

Abstract Irreproducible wrinkling, characterized by randomly arranged ridges or creases on material surfaces, has significant potential for application in entity identification and anti-counterfeiting. However, active research in this field... Read More

Apr 16, 2025 By JooHyeon Heo Research
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New Study Unveils Revolutionary Chip Technology for Studying Tumor Spheroid-Endothelial Interactions

The findings, published as a cover article in Advanced Science on April 3, have been recognized for their innovation and significance, making them a hot topic in the microfluidics field.

New Study Unveils Revolutionary Chip Technology for Studying Tumor Spheroid-Endothelial Interactions

Abstract Current in vitro models of 3D tumor spheroids within the microenvironment have emerged as promising tools for understanding tumor progression and potential drug responses. However, creating spheroids with functional vasculature rem... Read More

Apr 15, 2025 By JooHyeon Heo Research
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Lightweight AI Model Developed to Facilitate High-Quality Image Generation Without Direct Transmission of Sensitive Data

Their findings have been presented at the CVPR 2025, which will take place in Singapore from April 24 to 28, 2025.

Lightweight AI Model Developed to Facilitate High-Quality Image Generation Without Direct Transmission of Sensitive Data

Abstract Despite recent advancements in federated learning (FL), the integration of generative models into FL has been limited due to challenges such as high communication costs and unstable training in heterogeneous data environments. To a... Read More

Apr 14, 2025 By JooHyeon Heo Research
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Breakthrough in Perovskite Solar Cells Offers 1,000-Hour Durability in Extreme Heat and Humidity

Their findings were published in Energy & Environmental Science (IF: 32.4) on April 7, 2025.

Breakthrough in Perovskite Solar Cells Offers 1,000-Hour Durability in Extreme Heat and Humidity

Abstract In spiro-OMeTAD-based hole-transporting layer (HTL) protocols, 4-tert-butylpyridine (tBP) is an indispensable component; however, its inclusion leads to substantial detrimental effects, hindering thermal stability. Here, a tBP-free... Read More

Apr 11, 2025 By JooHyeon Heo Research
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