REFERENCES
1. Li, Y.; Schreiber, S.; Yang, H.; et al. From molecules to machines: a multiscale roadmap to intelligent, multifunctional soft robotics. Chem. Rev. 2025, 125, 8123-245.
2. Ding, S.; Dai, Z.; Zhao, D.; et al. Self‐Elevated 3D helical oscillator with addressable eigenfrequency for wearable interface. Adv. Mater. 2025, 38, e16218.
3. Cao, Y.; Peng, Y.; Ren, W.; et al. Intrinsically soft and fully recyclable robotic sensors with quadruple sensing functions for reliable human-robot interactions. Science. Bulletin. 2025, 70, 2784-96.
4. Zhu, J.; Sun, B.; Xi, M.; Zhan, Y.; Zhang, B.; Zhu, Y. Flexible electronics in humanoid five senses for the era of artificial intelligence of things (AIoT). Mater. Today. 2025, 88, 1066-86.
5. Jeon, S. H.; Hwang, G. W.; Kim, J.; et al. Super‐adaptive electroactive programmable adhesive materials to challenging surfaces: from intelligent soft robotics to XR haptic interfaces. InfoMat 2024, 7, e12640.
6. Cao, Y.; Xu, B.; Li, B.; Fu, H. Advanced design of soft robots with artificial intelligence. Nano-Micro. Lett. 2024, 16, 214.
7. Baines, R.; Shah, D.; Marvel, J.; Case, J.; Spielberg, A. The need for reproducible research in soft robotics. Nat. Mach. Intell. 2024, 6, 740-1.
8. Sun, J.; Zhang, C.; Yang, C.; et al. Human skin-inspired neuromorphic sensors. Soft. Sci. 2025, 5, 18.
9. Yu, S.; Ji, Z.; Liu, L.; et al. A hyperconformal dual-modal metaskin for well-defined and high-precision contextual interactions. Nat. Commun. 2025, 16, 10573.
10. Zhao, Q.; Wang, H.; Ni, Z.; et al. Organic nonvolatile 2T memory cell employing a not-gate-like architecture toward binary output level with enhanced noise tolerance. Adv. Mater. 2024, 36, 2412255.
11. Kong, L.; Fang, Z.; Zhang, T.; et al. A self-powered and self-sensing lower-limb system for smart healthcare. Adv. Energy. Mater. 2023, 13, 2301254.
12. Yao, K.; Zhuang, Q. Self-decoupling three-axis forces in a simple sensor. Nat. Mach. Intell. 2024, 6, 1431-2.
13. Wu, T.; Li, Y. T.; Zhao, L.; et al. Recent progress on flexible multimodal sensors: decoupling strategies, fabrication and applications. Adv. Mater. 2026, 38, e21375.
14. Sun, Y.; Li, D.; Yang, R.; et al. The Touch-Code Glove: a multimodal mapping interface with triboelectric-digital encoding for intuitive robot training. Soft. Sci. 2025, 5.
15. Zhang, T.; Qi, H.; Liao, Z.; et al. Engineering crystalline quasi-two-dimensional polyaniline thin film with enhanced electrical and chemiresistive sensing performances. Nat. Commun. 2019, 10, 4225.
16. Zhou, W.; Du, Y.; Chen, Y.; et al. Bioinspired ultrasensitive flexible strain sensors for real-time wireless detection of liquid leakage. Nano-Micro. Lett. 2024, 17, 68.
17. Kang, D.; Pikhitsa, P. V.; Choi, Y. W.; et al. Ultrasensitive mechanical crack-based sensor inspired by the spider sensory system. Nature 2014, 516, 222-6.
18. Kim, T.; Hong, I.; Roh, Y.; et al. Spider-inspired tunable mechanosensor for biomedical applications. npj. Flex. Electron. 2023, 7, 12.
19. Wang, J.; Liu, L.; Yang, C.; et al. Ultrasensitive, highly stable, and flexible strain sensor inspired by nature. ACS. Appl. Mater. Interfaces. 2022, 14, 16885-93.
20. Wang, Q.; Yao, Z.; Zhang, C.; et al. A selective-response hypersensitive bio-inspired strain sensor enabled by hysteresis effect and parallel through-slits structures. Nano-Micro. Lett. 2023, 16, 26.
21. Yu, R.; Wang, C.; Du, X.; et al. In-situ forming ultra-mechanically sensitive materials for high-sensitivity stretchable fiber strain sensors. Natl. Sci. Rev. 2024, 11, nwae158.
22. Lin, H.; Peng, Y.; Zhang, F.; et al. Sandwich-structured electrospun polyvinylidene difluoride sensor for structural health monitoring of glass fiber reinforced polymer composites. Microstructures 2024, 4, 2024053.
23. Dai, Z.; Lei, M.; Ding, S.; et al. Durable superhydrophobic surface in wearable sensors: From nature to application. Exploration 2023, 4, 20230046.
24. Wang, C.; Ning, Y.; Yue, Y.; et al. Deformation-induced multioptical morphology elastomer constructed from phosphorescent nanospheres for underwater mechanical sensing. ACS. Nano. 2025, 19, 8357-70.
25. Shankar, E. G.; Paranjape, M. V.; Yu, J. S. Ecoflex-assisted quasi-solid-state flexible hybrid supercapacitors based on binder-free nanoflower-like CoxMo3-xS3 and Te-infused radish-derived bio-carbon for sensing and healthcare applications. Adv. Compos. Hybrid. Mater. 2025, 8, 149.
26. Ding, Z.; Li, W.; Wang, W.; et al. Highly sensitive iontronic pressure sensor with side-by-side package based on alveoli and arch structure. Adv. Sci. 2024, 11, 2309407.
27. Yao, B.; Zhu, Y.; Jin, F.; et al. Stretchable strain sensors based on liquid metal channels with simultaneous significant improvements in linearity and sensitivity. Adv. Funct. Mater. 2025, 36, e17648.
28. Yao, Z.; Feng, H.; Shang, K.; Deng, X.; Yang, T. Skin-like strain sensors based on multiwalled carbon nanotube/polydimethylsiloxane composite films. ACS. Appl. Nano. Mater. 2023, 6, 6550-8.
29. Sun, R.; Wu, P.; Li, P.; et al. Enhancing the hydrophobicity of triboelectric sensors with biomimetic structure for motion recognition of field robots. Chem. Eng. J. 2025, 507, 160600.
30. Kong, H.; Li, W.; Song, Z.; Niu, L. Recent advances in multimodal sensing integration and decoupling strategies for tactile perception. Mater. Futures. 2024, 3, 022501.
31. Liu, G.; Yang, J.; Zhang, K.; et al. Recent progress on the development of bioinspired surfaces with high aspect ratio microarray structures: from fabrication to applications. J. Controlled. Release. 2024, 367, 441-69.
32. Kim, M.; Park, H.; Kim, M.; et al. Fluoropolymer-based organic memristor with multifunctionality for flexible neural network system. npj. Flex. Electron. 2021, 5, 34.
33. Yang, Q.; Li, X.; Xue, Y.; et al. Recent advances in fluorinated superhydrophobic materials: Preparation and diverse applications. Chem. Eng. J. 2025, 523, 168236.
34. Botas, A. M.; Carvalho, A. F.; Fernandes, A. J.; et al. Laser patterning for fast production of superhydrophobic copper with delayed formation of patina and maintenance of surface electrical conductivity. Appl. Surf. Sci. 2025, 686, 162108.
35. He, J.; Xue, K.; Liu, Q.; et al. High-sensitivity, superhydrophobic, and flame-retardant wearable flexible sensor for human motion monitoring and underwater signal transmission. Adv. Mater. Technol. 2026, 11, e02409.
36. Feng, Y.; Zhu, W.; Yang, X.; et al. Amphibian-inspired conductive ionogel stabilizing in air/water as a wearable amphibious flexible sensor for drowning alarms. Chin. Chem. Lett. 2025, 36, 110554.
37. Li, J.; Tao, J.; Ge, C.; et al. An integrated sensing and communication solar skin for health monitoring and human-machine interaction. Nano. Energy. 2026, 148, 111639.
38. Yang, Q.; Li, B.; Wang, M.; et al. Machine learning-enhanced modular ionic skin for broad-spectrum multimodal discriminability in bidirectional human-robot interaction. Adv. Mater. 2025, 37, e08795.







