GEC: A Unified Framework for Interactive Decision Making in MDP, POMDP, and Beyond

Han Zhong, Wei Xiong, Sirui Zheng +4

Neural Scaling Laws Surpass Chemical Accuracy for the Many-Electron Schrödinger Equation

Du Jiang, Xuelan Wen, Yixiao Chen +8

Video-3D LLM: Learning Position-Aware Video Representation for 3D Scene Understanding

Duo Zheng, Shijia Huang, Liwei Wang

BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning

Han Zhong, Yutong Yin, Shenao Zhang +10

Explainable Diagnosis Prediction through Neuro-Symbolic Integration

Qiuhao Lu, Rui Li, Elham Sagheb +5

Remixing Functionally Graded Structures: Data-Driven Topology Optimization with Multiclass Shape Blending

Yu-Chin Chan, Daicong Da, Liwei Wang +1

C$^2$LEVA: Toward Comprehensive and Contamination-Free Language Model Evaluation

Yanyang Li, Tin Long Wong, Cheung To Hung +5

Empowering Neural Network-based Quantum Monte Carlo with Local Pseudopotentials

Weizhong Fu, Ryunosuke Fujimaru, Ruichen Li +9

CLEVA: Chinese Language Models EVAluation Platform

Yanyang Li, Jianqiao Zhao, Duo Zheng +8

Deep Structured Instance Graph for Distilling Object Detectors

Yixin Chen, Pengguang Chen, Shu Liu +2

FocalMix: Semi-Supervised Learning for 3D Medical Image Detection

Dong Wang, Yuan Zhang, Kexin Zhang +1

CREATE: Cohort Retrieval Enhanced by Analysis of Text from Electronic Health Records using OMOP Common Data Model

Sijia Liu, Yanshan Wang, Andrew Wen +6

COSMIC: Concurrent Optimization of Structure, Material, and Integrated Control for robotic systems

Qinsong Guo, Liwei Wang

Differentially Private Data Releasing for Smooth Queries with Synthetic Database Output

Chi Jin, Ziteng Wang, Junliang Huang +2

Two Stones Hit One Bird: Bilevel Positional Encoding for Better Length Extrapolation

Zhenyu He, Guhao Feng, Shengjie Luo +6

LarvSeg: Exploring Image Classification Data For Large Vocabulary Semantic Segmentation via Category-wise Attentive Classifier

Haojun Yu, Di Dai, Ziwei Zhao +3

UFO: A Unified Approach to Fine-grained Visual Perception via Open-ended Language Interface

Hao Tang, Chenwei Xie, Haiyang Wang +5

Large Language Models Struggle in Token-Level Clinical Named Entity Recognition

Qiuhao Lu, Rui Li, Andrew Wen +3

Dual Learning for Machine Translation

Yingce Xia, Di He, Tao Qin +4

On Cyclical MCMC Sampling

Liwei Wang, Xinru Liu, Aaron Smith +1

Discrimination, calibration, and point estimate accuracy of GRU-D-Weibull architecture for real-time individualized endpoint prediction

Xiaoyang Ruan, Liwei Wang, Michelle Mai +3

Representation Degeneration Problem in Training Natural Language Generation Models

Jun Gao, Di He, Xu Tan +3

GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training

Tianle Cai, Shengjie Luo, Keyulu Xu +3

DPO Meets PPO: Reinforced Token Optimization for RLHF

Han Zhong, Zikang Shan, Guhao Feng +6

Boosting Breast Ultrasound Video Classification by the Guidance of Keyframe Feature Centers

AnLan Sun, Zhao Zhang, Meng Lei +3

Convergence of Adversarial Training in Overparametrized Neural Networks

Ruiqi Gao, Tianle Cai, Haochuan Li +3

Combinatorial Semi-Bandit in the Non-Stationary Environment

Wei Chen, Liwei Wang, Haoyu Zhao +1

Few-Shot Learning with Global Class Representations

Tiange Luo, Aoxue Li, Tao Xiang +2

Near-Optimal Reward-Free Exploration for Linear Mixture MDPs with Plug-in Solver

Xiaoyu Chen, Jiachen Hu, Lin F. Yang +1

Horizon-Free and Instance-Dependent Regret Bounds for Reinforcement Learning with General Function Approximation

Jiayi Huang, Han Zhong, Liwei Wang +1

VL-PET: Vision-and-Language Parameter-Efficient Tuning via Granularity Control

Zi-Yuan Hu, Yanyang Li, Michael R. Lyu +1

(Locally) Differentially Private Combinatorial Semi-Bandits

Xiaoyu Chen, Kai Zheng, Zixin Zhou +3

Denoising Masked AutoEncoders Help Robust Classification

Quanlin Wu, Hang Ye, Yuntian Gu +3

Breaking the Moments Condition Barrier: No-Regret Algorithm for Bandits with Super Heavy-Tailed Payoffs

Han Zhong, Jiayi Huang, Lin F. Yang +1

Efficient-VLN: A Simple yet Strong Baseline for Efficient Vision-Language Navigation

Duo Zheng, Shijia Huang, Yanyang Li +1

Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective

Guhao Feng, Bohang Zhang, Yuntian Gu +3

NeMo: Needle in a Montage for Video-Language Understanding

Zi-Yuan Hu, Shuo Liang, Duo Zheng +10

The paper introduces the Needle in a Montage (NeMo) task and the NeMoBench benchmark to evaluate temporal understanding in video-language models, using an automated pipeline to gen…

Pairwise Constraint Propagation on Multi-View Data

Zhiwu Lu, Liwei Wang

DSVT: Dynamic Sparse Voxel Transformer with Rotated Sets

Haiyang Wang, Chen Shi, Shaoshuai Shi +5

Study on Timing Performance of a Readout Circuit for SiPM

Liwei Wang, Yonggang Wang, Qiang Cao +2

Learning Deep Structure-Preserving Image-Text Embeddings

Liwei Wang, Yin Li, Svetlana Lazebnik

Enhancing Data-driven Multiscale Topology Optimization with Generalized De-homogenization

Liwei Wang, Zhao Liu, Daicong Da +3

MC-BERT: Efficient Language Pre-Training via a Meta Controller

Zhenhui Xu, Linyuan Gong, Guolin Ke +5

Fully Convolutional Networks for Panoptic Segmentation

Yanwei Li, Hengshuang Zhao, Xiaojuan Qi +4

Deep Learning with Information Fusion and Model Interpretation for Health Monitoring of Fetus based on Long-term Prenatal Electronic Fetal Heart Rate Monitoring Data

Zenghui Lin, Xintong Liu, Nan Wang +6

One Transformer Can Understand Both 2D & 3D Molecular Data

Shengjie Luo, Tianlang Chen, Yixian Xu +4

Conditional Temporal Variational AutoEncoder for Action Video Prediction

Xiaogang Xu, Yi Wang, Liwei Wang +2

Symmetry enforced solution of the many-body Schrödinger equation with deep neural network

Zhe Li, Zixiang Lu, Ruichen Li +5

Defective Convolutional Networks

Tiange Luo, Tianle Cai, Mengxiao Zhang +3

Transparent and heat-insulation bionic hydrogel-based smart window system for long-term cooling and waste heat collection

Qianwang Ye, Hanqing Dai, Yukun Yan +6

Gradient Descent Finds Global Minima of Deep Neural Networks

Simon S. Du, Jason D. Lee, Haochuan Li +2

PointScatter: Point Set Representation for Tubular Structure Extraction

Dong Wang, Zhao Zhang, Ziwei Zhao +3

Multi-stage Optimization based Adversarial Training

Xiaosen Wang, Chuanbiao Song, Liwei Wang +1

RANDOM MASK: Towards Robust Convolutional Neural Networks

Tiange Luo, Tianle Cai, Mengxiao Zhang +2

Towards Understanding Learning Representations: To What Extent Do Different Neural Networks Learn the Same Representation

Liwei Wang, Lunjia Hu, Jiayuan Gu +4

Flickr30k Entities: Collecting Region-to-Phrase Correspondences for Richer Image-to-Sentence Models

Bryan A. Plummer, Liwei Wang, Chris M. Cervantes +3

Boosting Few-Shot Learning With Adaptive Margin Loss

Aoxue Li, Weiran Huang, Xu Lan +3

Provably Efficient Exploration in Quantum Reinforcement Learning with Logarithmic Worst-Case Regret

Han Zhong, Jiachen Hu, Yecheng Xue +2

One-Shot Generative Design for Disordered Metamaterials via Self-Organizing Neural Cellular Automata

Yujie Xiang, Liwei Wang

The paper introduces a generative design framework that uses neural cellular automata to grow disordered metamaterial microstructures from a single training template, allowing cont…

Quantum Algorithms and Lower Bounds for Finite-Sum Optimization

Yexin Zhang, Chenyi Zhang, Cong Fang +2

MART: Memory-Augmented Recurrent Transformer for Coherent Video Paragraph Captioning

Jie Lei, Liwei Wang, Yelong Shen +3

Heterogeneous Metamaterials Design via Multiscale Neural Implicit Representation

Hongrui Chen, Liwei Wang, Levent Burak Kara

t-METASET: Tailoring Property Bias of Large-Scale Metamaterial Datasets through Active Learning

Doksoo Lee, Yu-Chin Chan, Wei Wayne Chen +3

A Refined Analysis of LSH for Well-dispersed Data Points

Wenlong Mou, Liwei Wang

Bringing Value Models Back: Generative Critics for Value Modeling in LLM Reinforcement Learning

Zikang Shan, Han Zhong, Liwei Wang +1

Fully Convolutional Networks for Panoptic Segmentation with Point-based Supervision

Yanwei Li, Hengshuang Zhao, Xiaojuan Qi +6

Transferrable Feature and Projection Learning with Class Hierarchy for Zero-Shot Learning

Aoxue Li, Zhiwu Lu, Jiechao Guan +3

Diverse and Accurate Image Description Using a Variational Auto-Encoder with an Additive Gaussian Encoding Space

Liwei Wang, Alexander G. Schwing, Svetlana Lazebnik

ContraNeRF: Generalizable Neural Radiance Fields for Synthetic-to-real Novel View Synthesis via Contrastive Learning

Hao Yang, Lanqing Hong, Aoxue Li +4

Towards Certifying L-infinity Robustness using Neural Networks with L-inf-dist Neurons

Bohang Zhang, Tianle Cai, Zhou Lu +2

Multi-modal Feature Fusion with Feature Attention for VATEX Captioning Challenge 2020

Ke Lin, Zhuoxin Gan, Liwei Wang

Solving the Hubbard model with Neural Quantum States

Yuntian Gu, Wenrui Li, Heng Lin +9

DecoupleNet: Decoupled Network for Domain Adaptive Semantic Segmentation

Xin Lai, Zhuotao Tian, Xiaogang Xu +5

DAGN: Discourse-Aware Graph Network for Logical Reasoning

Yinya Huang, Meng Fang, Yu Cao +2

The Power of Active Multi-Task Learning in Reinforcement Learning from Human Feedback

Ruitao Chen, Liwei Wang

On the Power of Pre-training for Generalization in RL: Provable Benefits and Hardness

Haotian Ye, Xiaoyu Chen, Liwei Wang +1

Learnable Boundary Guided Adversarial Training

Jiequan Cui, Shu Liu, Liwei Wang +1

McDiarmid-Type Inequalities for Graph-Dependent Variables and Stability Bounds

Rui Ray Zhang, Xingwu Liu, Yuyi Wang +1

FlowEval: A Consensus-Based Dialogue Evaluation Framework Using Segment Act Flows

Jianqiao Zhao, Yanyang Li, Wanyu Du +4

Stable, Fast and Accurate: Kernelized Attention with Relative Positional Encoding

Shengjie Luo, Shanda Li, Tianle Cai +6

Check and Link: Pairwise Lesion Correspondence Guides Mammogram Mass Detection

Ziwei Zhao, Dong Wang, Yihong Chen +2

MammoExpert: Benchmarking Chain-of-Thought Reasoning in Mammography Diagnosis

Di Dai, Bo Liu, Youcheng Li +9

Asymptotics of the Smallest Eigenvalue Distributions of Freud Unitary Ensembles

Chao Min, Liwei Wang

FRAGE: Frequency-Agnostic Word Representation

Chengyue Gong, Di He, Xu Tan +3

DeformCL: Learning Deformable Centerline Representation for Vessel Extraction in 3D Medical Image

Ziwei Zhao, Zhixing Zhang, Yuhang Liu +4

Hint-Based Training for Non-Autoregressive Machine Translation

Zhuohan Li, Zi Lin, Di He +4

TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters

Haiyang Wang, Yue Fan, Muhammad Ferjad Naeem +5

Learning Two-Branch Neural Networks for Image-Text Matching Tasks

Liwei Wang, Yin Li, Jing Huang +1

Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Keyu Tian, Yi Jiang, Zehuan Yuan +2

Understanding and Improving Transformer From a Multi-Particle Dynamic System Point of View

Yiping Lu, Zhuohan Li, Di He +5

Locally Differentially Private (Contextual) Bandits Learning

Kai Zheng, Tianle Cai, Weiran Huang +2

Generalized Second Price Auction with Probabilistic Broad Match

Wei Chen, Di He, Tie-Yan Liu +3

Enhancing Temporal Modeling of Video LLMs via Time Gating

Zi-Yuan Hu, Yiwu Zhong, Shijia Huang +2

Nearly Minimax Optimal Offline Reinforcement Learning with Linear Function Approximation: Single-Agent MDP and Markov Game

Wei Xiong, Han Zhong, Chengshuai Shi +3

Boosting 3D Object Detection via Object-Focused Image Fusion

Hao Yang, Chen Shi, Yihong Chen +1

Improving the Generalization of Adversarial Training with Domain Adaptation

Chuanbiao Song, Kun He, Liwei Wang +1

GeoMFormer: A General Architecture for Geometric Molecular Representation Learning

Tianlang Chen, Shengjie Luo, Di He +3

$\widetilde{O}(N^2)$ Representation of General Continuous Anti-symmetric Function

Haotian Ye, Ruichen Li, Yuntian Gu +3

Do Efficient Transformers Really Save Computation?

Kai Yang, Jan Ackermann, Zhenyu He +6

VideoLatent: Video-Language Learning via Latent Self-Forcing

Zi-Yuan Hu, Zicong Tang, Shijia Huang +3