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Xinyan Li

4 accepted papers

2026

Knee-Inspired Hinge Absorbs Longitudinal Impacts to Enhance Robot-Environment Interaction Safety

ICRA 2026poster

As robots integrate into human society, safe robot-environment interaction has emerged as a growing priority. A promising solution is introducing compliance to existing robots, akin to musculoskeletal systems, to absorb impacts. However, mimicking longitudinal compliance in biological joints remains…

Cited by 0SourceScholar
2022

Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration

AAAI 2022technical

Sub-seasonal forecasting (SSF) is the prediction of key climate variables such as temperature and precipitation on the 2-week to 2-month time horizon. Skillful SSF would have substantial societal value in areas such as agricultural productivity, hydrology and water resource management, and emergency…

2022

Stability Based Generalization Bounds for Exponential Family Langevin Dynamics

ICML 2022spotlight

Recent years have seen advances in generalization bounds for noisy stochastic algorithms, especially stochastic gradient Langevin dynamics (SGLD) based on stability (Mou et al., 2018; Li et al., 2020) and information theoretic approaches (Xu & Raginsky, 2017; Negrea et al., 2019; Steinke & Zakynthin…

Cited by 13SourcePDFScholar
2021

Sub-Seasonal Climate Forecasting via Machine Learning: Challenges, Analysis, and Advances

AAAI 2021technical

Sub-seasonal forecasting (SSF) focuses on predicting key variables such as temperature and precipitation on the 2-week to 2-month time scale. Skillful SSF would have immense societal value in such areas as agricultural productivity, water resource management, and emergency planning for extreme weath…

Cited by 57SourcePDFScholar