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Massively Multimodal Foundation Models accepted to ICLR 2026 (top ~10% of accepted papers by reviewer rating).

Received the ICML 2026 Gold Reviewer Award.

Effects of Integrated Intent Recognition and Communication on Human-Robot Collaboration

A. GutierrezM. L. ChangXing HanK. C. Chang

Sensing Personality to Predict Job Performance

Suwen LinStephen M. MattinglyXing Han

Transparent Interpretation with Knockout

Xing HanYihao FengNa ZhangQiang Liu

Certified Monotonic Neural Networks

Xingchao LiuXing HanNa ZhangQiang Liu

Simultaneously Reconciled Quantile Forecasting of Hierarchically Related Time Series

Xing HanSambarta DasguptaJoydeep Ghosh

Split Localized Conformal Prediction

Xing HanZiyang TangJoydeep GhoshQiang Liu

Model-Agnostic Explanations using Minimal Forcing Subsets

Xing HanJoydeep Ghosh

Multi-Pair Text Style Transfer for Unbalanced Data via Task-Adaptive Meta-Learning

Xing HanJessica Lundin

Architecture Agnostic Federated Learning for Neural Networks

Disha MakhijaXing HanNhat HoJoydeep Ghosh

Machine-learning based generation of text style variations for digital content items

Jessica LundinOwen Winne SchoppeXing HanMichael Reynolds SollamiBrian J. LonsdorfAlan Martin RossDavid J. WoodwardSonke Rohde

Dynamic Combination of Heterogeneous Models for Hierarchical Time Series

Xing HanJing HuJoydeep Ghosh

A Novel Control-Variates Approach for Performative Gradient-Based Learners with Missing Data

Xing HanJing HuJoydeep Ghosh

Efficient Forecasting of Large Scale Hierarchical Time Series via Multilevel Clustering

Xing HanTongzheng RenJing HuJoydeep GhoshNhat Ho

Designing Robust Transformers using Robust Kernel Density Estimation

Xing HanTongzheng RenTan Minh NguyenKhai NguyenJoydeep GhoshNhat Ho

Achieving Fairness Across Local and Global Models in Federated Learning

Disha MakhijaXing HanJoydeep GhoshYejin Kim

Novel Node Category Detection Under Subpopulation Shift

Hsing-Huan ChungShravan ChaudhariYoav WaldXing HanJoydeep Ghosh

On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions

Huy Nguyen*Xing Han*Carl HarrisNhat HoSuchi Saria

Quadratic Gating Functions in Mixture of Experts: A Statistical Insight

Pedram Akbarian*Huy Nguyen*Xing Han*Nhat Ho

FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion

Xing HanHuy NguyenCarl HarrisNhat HoSuchi Saria

SSL-DA: Semi- and Self-Supervised Learning with Dual Attention for Echocardiogram Segmentation

Lin LvXing HanZhengxiang SunZhaoguang LiXiuying WangTong JiangYiren LiuTianshu LiJingjing XuLiangzhen YouGuihua YaoFeng-rong SunJianping Xing

Between Linear and Sinusoidal: Rethinking the Time Encoder in Dynamic Graph Learning

Hsing-Huan ChungShravan ChaudhariXing HanYoav WaldSuchi SariaJoydeep Ghosh

MINT: Multimodal Instruction Tuning with Multimodal Interaction Grouping

Xiaojun Shan*Qi Cao*Xing Han*Haofei YuPaul Pu Liang

WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales

Drew Prinster#Xing Han#Anqi LiuSuchi Saria

QoQ-Med3: Robust Multimodal Clinical Analysis Foundation Model with Reasoning

David DaiJeannie SheJiaee CheongXing HanCarl HarrisHaowen WeiFarzan VahedifardSuchi SariaRobert StevensPaul Pu Liang

Massively Multimodal Foundation Models: A Framework for Capturing Interactions with Specialized Mixture-of-Experts

Xing HanHsing-Huan ChungJoydeep GhoshPaul Pu LiangSuchi Saria

FLAME: Adaptive Mixture-of-Experts for Continual Multimodal Multi-Task Learning

Xing HanShravan ChaudhariTanvi RanadeRama ChellappaSuchi Saria

MILM: Large Language Models for Multimodal Irregular Time Series with Informative Sampling

Hsing-Huan ChungShijun LiYoav WaldXing HanSuchi SariaJoydeep Ghosh

On the Invariance and Generality of Neural Scaling Laws

Xing HanZiyin LiuSuchi SariaPaul Pu Liang

EvoMed-Agent: Self-Evolving Reasoners for Multimodal Clinical Sequences via Active Counterfactual Verification

Xing HanYuxin WangCara ChenHsing-Huan ChungShijun LiGautham GudurWeichen DaiPaul Pu LiangSuchi Saria

Xing Han

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I will start working with Prof. Suchi Saria as a Postdoctoral Fellow!

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