Towards High-fidelity 3D Talking Avatar with Personalized Dynamic Texture

Xuanchen Li, Jianyu Wang, Yuhao Cheng +5

Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning

John Nguyen, Jianyu Wang, Kshitiz Malik +2

SA-LIVO: Efficient LiDAR-Inertial-Visual Odometry with Subspace-Aware Degeneracy Handling

Yinong Cao, Xin He, Yuwei Chen +3

SeaLLMs -- Large Language Models for Southeast Asia

Xuan-Phi Nguyen, Wenxuan Zhang, Xin Li +14

IR275K: A Benchmark for Infrared Multi-Frame Super-Resolution Toward Efficient Remote Sensing

Jie Deng, Heyang Wang, Changxin Wang +6

IDEA Prune: An Integrated Enlarge-and-Prune Pipeline in Generative Language Model Pretraining

Yixiao Li, Xianzhi Du, Ajay Jaiswal +4

FedFM: Anchor-based Feature Matching for Data Heterogeneity in Federated Learning

Rui Ye, Zhenyang Ni, Chenxin Xu +3

Bilateral Adversarial Training: Towards Fast Training of More Robust Models Against Adversarial Attacks

Jianyu Wang, Haichao Zhang

GISTBench: Evaluating LLM User Understanding via Evidence-Based Interest Verification

Iordanis Fostiropoulos, Muhammad Rafay Azhar, Abdalaziz Sawwan +8

How Do We Research Human-Robot Interaction in the Age of Large Language Models? A Systematic Review

Yufeng Wang, Yuan Xu, Anastasia Nikolova +4

RLAX: Large-Scale, Distributed Reinforcement Learning for Large Language Models on TPUs

Runlong Zhou, Lefan Zhang, Shang-Chen Wu +29

On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data

Jianyu Wang, Rudrajit Das, Gauri Joshi +3

Adaptive Communication Strategies to Achieve the Best Error-Runtime Trade-off in Local-Update SGD

Jianyu Wang, Gauri Joshi

Multi-Frequency Resonating Based Magnetic Induction Underground Emergency Communications with Diverse Mediums

Jianyu Wang, Zhichao Li, Wenchi Cheng +2

Defense Against Adversarial Attacks Using Feature Scattering-based Adversarial Training

Haichao Zhang, Jianyu Wang

MATCHA: Speeding Up Decentralized SGD via Matching Decomposition Sampling

Jianyu Wang, Anit Kumar Sahu, Zhouyi Yang +2

Apple Intelligence Foundation Language Models: Tech Report 2025

Ethan Li, Anders Boesen Lindbo Larsen, Chen Zhang +395

RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning

Mingkai Deng, Jianyu Wang, Cheng-Ping Hsieh +6

VidDoS: Universal Denial-of-Service Attack on Video-based Large Language Models

Duoxun Tang, Dasen Dai, Jiyao Wang +3

Singularity and universality from von Neumann to Rényi entanglement entropy and disorder operator in Motzkin chains

Jianyu Wang, Zenan Liu, Zheng Yan +1

FedHyper: A Universal and Robust Learning Rate Scheduler for Federated Learning with Hypergradient Descent

Ziyao Wang, Jianyu Wang, Ang Li

Compositional Generalization for Primitive Substitutions

Yuanpeng Li, Liang Zhao, Jianyu Wang +1

Minimum-volume Multichannel Nonnegative matrix factorization for blind source separation

Jianyu Wang, Shanzheng Guan, Shupei Liu +1

PLGSLAM: Progressive Neural Scene Represenation with Local to Global Bundle Adjustment

Tianchen Deng, Guole Shen, Tong Qin +5

Single-pixel p-graded-n junction spectrometers

Jingyi Wang, Beibei Pan, Zi Wang +8

AXLearn: Modular, Hardware-Agnostic Large Model Training

Mark Lee, Chang Lan, Tom Gunter +34

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Ruifeng Yuan, Chenghao Xiao, Sicong Leng +9

FedLite: A Scalable Approach for Federated Learning on Resource-constrained Clients

Jianyu Wang, Hang Qi, Ankit Singh Rawat +4

Fast and Slow Generating: An Empirical Study on Large and Small Language Models Collaborative Decoding

Kaiyan Zhang, Jianyu Wang, Ning Ding +4

Independent low-rank matrix analysis based on the Sinkhorn divergence source model for blind source separation

Jianyu Wang, Shanzheng Guan, Jingdong Chen +1

Advances and Open Problems in Federated Learning

Peter Kairouz, H. Brendan McMahan, Brendan Avent +56

Tackling the Objective Inconsistency Problem in Heterogeneous Federated Optimization

Jianyu Wang, Qinghua Liu, Hao Liang +2

KernelBench-Verified: Do LLM-Generated Kernels Actually Beat PyTorch?

Yunxiang Zhang, Ping Yu, Jianyu Wang +5

Multichannel blind speech source separation with a disjoint constraint source model

Jianyu Wang, Shanzheng Guan

Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies

Yae Jee Cho, Jianyu Wang, Gauri Joshi

Statistical QoS Provisioning for Underwater Magnetic Induction Communication

Zhichao Li, Jianyu Wang, Wenchi Cheng +1

Joint Adversarial Training: Incorporating both Spatial and Pixel Attacks

Haichao Zhang, Jianyu Wang

EdgeChain: An Edge-IoT Framework and Prototype Based on Blockchain and Smart Contracts

Jianli Pan, Jianyu Wang, Austin Hester +3

Finding Fantastic Experts in MoEs: A Unified Study for Expert Dropping Strategies and Observations

Ajay Jaiswal, Jianyu Wang, Yixiao Li +6

Cooperative SGD: A unified Framework for the Design and Analysis of Communication-Efficient SGD Algorithms

Jianyu Wang, Gauri Joshi

Zero-Shot Transfer VQA Dataset

Yuanpeng Li, Yi Yang, Jianyu Wang +1

Adversarial Attacks and Defences Competition

Alexey Kurakin, Ian Goodfellow, Samy Bengio +20

Detecting AI-Generated Content on Social Media with Multi-modal Language Models

Chenyang Yang, Shen Yan, Yibo Yang +13

Personalized Federated Learning for Heterogeneous Clients with Clustered Knowledge Transfer

Yae Jee Cho, Jianyu Wang, Tarun Chiruvolu +1

Deep topic modeling by multilayer bootstrap network and lasso

Jianyu Wang, Xiao-Lei Zhang

Robust Beamforming for Magnetic Induction Based Underground Emergency Communications

Jianyu Wang, Tianrui Hou, Wenchi Cheng +1

CAFe: Unifying Representation and Generation with Contrastive-Autoregressive Finetuning

Hao Yu, Zhuokai Zhao, Shen Yan +7

MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training

Brandon McKinzie, Zhe Gan, Jean-Philippe Fauconnier +29

Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

LASA Team, Weiwen Xu, Hou Pong Chan +16

Operators' cognitive performance under extreme hot-humid exposure and its physiological-psychological mechanism based on ECG, fNIRS, and Eye Tracking

Yan Zhang, Ming Jia, Meng Li +4

Wasserstein Nonnegative Tensor Factorization with Manifold Regularization

Jianyu Wang, Linruize Tang

Towards Adversarially Robust Object Detection

Haichao Zhang, Jianyu Wang

Momentum Approximation in Asynchronous Private Federated Learning

Tao Yu, Congzheng Song, Jianyu Wang +1

SlowMo: Improving Communication-Efficient Distributed SGD with Slow Momentum

Jianyu Wang, Vinayak Tantia, Nicolas Ballas +1

RIS-Based Self-Interference Cancellation for Full-Duplex Broadband Transmission

Jiayan Wu, Wenchi Cheng, Jianyu Wang +2

Non-line-of-sight imaging with arbitrary illumination and detection pattern

Xintong Liu, Jianyu Wang, Leping Xiao +3

BEHAVE: Behavior-Aware, Intelligent and Fair Resource Management for Heterogeneous Edge-IoT Systems

Ismail Alqerm, Jianyu Wang, Jianli Pan +1

Slow and Stale Gradients Can Win the Race

Sanghamitra Dutta, Jianyu Wang, Gauri Joshi

Automated Network Protocol Testing with LLM Agents

Yunze Wei, Kaiwen Wei, Shibo Du +7

Edge Cloud Offloading Algorithms: Issues, Methods, and Perspectives

Jianyu Wang, Jianli Pan, Flavio Esposito +3

Machine Learning on Volatile Instances

Xiaoxi Zhang, Jianyu Wang, Gauri Joshi +1

Fast and Memory-efficient Non-line-of-sight Imaging with Quasi-Fresnel Transform

Yijun Wei, Jianyu Wang, Leping Xiao +3

Instruction-Following Pruning for Large Language Models

Bairu Hou, Qibin Chen, Jianyu Wang +6

Key Enabling Technologies for Secure and Scalable Future Fog-IoT Architecture: A Survey

Jianli Pan, Yuanni Liu, Jianyu Wang +1

DeepVoting: A Robust and Explainable Deep Network for Semantic Part Detection under Partial Occlusion

Zhishuai Zhang, Cihang Xie, Jianyu Wang +2

Adversarial Examples for Semantic Segmentation and Object Detection

Cihang Xie, Jianyu Wang, Zhishuai Zhang +3

Joint Tensor and Inter-View Low-Rank Recovery for Incomplete Multiview Clustering

Jianyu Wang, Zhengqiao Zhao, Nicolas Dobigeon +1

Task-Aware Multi-Expert Architecture For Lifelong Deep Learning

Jianyu Wang, Jacob Nean-Hua Sheikh, Cat P. Le +1

CoGenesis: A Framework Collaborating Large and Small Language Models for Secure Context-Aware Instruction Following

Kaiyan Zhang, Jianyu Wang, Ermo Hua +3

Determined Multichannel Blind Source Separation with Clustered Source Model

Jianyu Wang, Shanzheng Guan

Band-limited Soft Actor Critic Model

Miguel Campo, Zhengxing Chen, Luke Kung +2

Evolving Prompts In-Context: An Open-ended, Self-replicating Perspective

Jianyu Wang, Zhiqiang Hu, Lidong Bing

Parallel Track Transformers: Enabling Fast GPU Inference with Reduced Synchronization

Chong Wang, Nan Du, Tom Gunter +8

Overlap Local-SGD: An Algorithmic Approach to Hide Communication Delays in Distributed SGD

Jianyu Wang, Hao Liang, Gauri Joshi

Apple Intelligence Foundation Language Models

Tom Gunter, Zirui Wang, Chong Wang +152

MUT3R: Motion-aware Updating Transformer for Dynamic 3D Reconstruction

Guole Shen, Tianchen Deng, Xingrui Qin +6

Omni-LIVO: Robust RGB-Colored Multi-Camera Visual-Inertial-LiDAR Odometry via Photometric Migration and ESIKF Fusion

Yinong Cao, Chenyang Zhang, Xin He +9

Detecting Semantic Parts on Partially Occluded Objects

Jianyu Wang, Cihang Xie, Zhishuai Zhang +3

Unsupervised learning of object semantic parts from internal states of CNNs by population encoding

Jianyu Wang, Zhishuai Zhang, Cihang Xie +2

Determined blind source separation via modeling adjacent frequency band correlations in speech signals

Jianyu Wang, Shanzheng Guan, Zhengqiao Zhao +2

Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularization

Xintong Liu, Jianyu Wang, Leping Xiao +3

Local Adaptivity in Federated Learning: Convergence and Consistency

Jianyu Wang, Zheng Xu, Zachary Garrett +3

DualVGR: A Dual-Visual Graph Reasoning Unit for Video Question Answering

Jianyu Wang, Bing-Kun Bao, Changsheng Xu

Libri-adhoc40: A dataset collected from synchronized ad-hoc microphone arrays

Shanzheng Guan, Shupei Liu, Junqi Chen +8

Room temperature synthesis of gallium oxide film with a fluidic exfoliation method

Fengyu Xu, Jianyu Wang, Li Wang

RESTRAIN: From Spurious Votes to Signals -- Self-Driven RL with Self-Penalization

Zhaoning Yu, Will Su, Leitian Tao +9

Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning

John Nguyen, Jianyu Wang, Kshitiz Malik +2

Visual Concepts and Compositional Voting

Jianyu Wang, Zhishuai Zhang, Cihang Xie +5

SVR-R1: Bootstrapping Multi-modal Reasoning with Self-verification in Reinforcement Learning

Mingyuan Wu, Jingcheng Yang, Shengyi Qian +11

The paper introduces SVR-R1, a reinforcement learning framework that lets a multimodal model generate an answer and then self‑verify it with a binary verdict, allowing a second‑cha…

Determined Blind Source Separation with Sinkhorn Divergence-based Optimal Allocation of the Source Power

Jianyu Wang, Shanzheng Guan, Nicolas Dobigeon +1

Enhancing Cross-task Black-Box Transferability of Adversarial Examples with Dispersion Reduction

Yantao Lu, Yunhan Jia, Jianyu Wang +4

RecoWorld: Building Simulated Environments for Agentic Recommender Systems

Fei Liu, Xinyu Lin, Hanchao Yu +12

Multi-Frequency Resonant Circuit Based Multi-User Emergency Through-the-Earth Communication with Magnetic Induction

Zhenyu Wang, Jianyu Wang, Wenchi Cheng

FedDisco: Federated Learning with Discrepancy-Aware Collaboration

Rui Ye, Mingkai Xu, Jianyu Wang +3

A Field Guide to Federated Optimization

Jianyu Wang, Zachary Charles, Zheng Xu +50

Mitigating Adversarial Effects Through Randomization

Cihang Xie, Jianyu Wang, Zhishuai Zhang +2

Federated Learning under Distributed Concept Drift

Ellango Jothimurugesan, Kevin Hsieh, Jianyu Wang +2

Robust Manifold Nonnegative Tucker Factorization for Tensor Data Representation

Jianyu Wang, Linruize Tang, Jie Chen +1

Improving Transferability of Adversarial Examples with Input Diversity

Cihang Xie, Zhishuai Zhang, Yuyin Zhou +4

Optimizer-Model Consistency: Full Finetuning with the Same Optimizer as Pretraining Forgets Less

Yuxing Liu, Jianyu Wang, Tong Zhang