PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration

Ziqian Zeng, Jianwei Wang, Junyao Yang +4

EgoSafe: A First-Person Mobile-Captured Benchmark for Visual Safety Understanding

Yuyun Chen, Tianao Li, TianQuan Feng +4

The paper introduces EgoSafe-Bench, a first‑person video dataset and evaluation protocol designed to test causal and forensic reasoning for visual safety understanding, highlightin…

From Ultra-Fine to Fine: Fine-tuning Ultra-Fine Entity Typing Models to Fine-grained

Hongliang Dai, Ziqian Zeng

AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models

Run He, Kai Tong, Di Fang +5

GACL: Exemplar-Free Generalized Analytic Continual Learning

Huiping Zhuang, Yizhu Chen, Di Fang +5

GSPR: Aligning LLM Safeguards as Generalizable Safety Policy Reasoners

Haoran Li, Yulin Chen, Jingru Zeng +7

A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification

Ziqian Zeng, Wenxuan Zhou, Xin Liu +1

Eraser: Jailbreaking Defense in Large Language Models via Unlearning Harmful Knowledge

Weikai Lu, Ziqian Zeng, Jianwei Wang +4

Neural Fair Collaborative Filtering

Rashidul Islam, Kamrun Naher Keya, Ziqian Zeng +2

Neural Architecture for Fast and Reliable Coagulation Assessment in Clinical Settings: Leveraging Thromboelastography

Yulu Wang, Ziqian Zeng, Jianjun Wu +1

ARGUS: Defending Against Multimodal Indirect Prompt Injection via Steering Instruction-Following Behavior

Weikai Lu, Ziqian Zeng, Kehua Zhang +5

Online Network Traffic Classification Based on External Attention and Convolution by IP Packet Header

Yahui Hu, Ziqian Zeng, Junping Song +2

AIR: Analytic Imbalance Rectifier for Continual Learning

Di Fang, Yinan Zhu, Runze Fang +3

ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference

Ziqian Zeng, Yihuai Hong, Hongliang Dai +2

MixKVQ: Query-Aware Mixed-Precision KV Cache Quantization for Long-Context Reasoning

Tao Zhang, Ziqian Zeng, Hao Peng +2

Weakly Supervised Text Classification using Supervision Signals from a Language Model

Ziqian Zeng, Weimin Ni, Tianqing Fang +3

Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data

Haoran Li, Xinyuan Zhao, Dadi Guo +6

Learning with Silver Standard Data for Zero-shot Relation Extraction

Tianyin Wang, Jianwei Wang, Ziqian Zeng

Variational Weakly Supervised Sentiment Analysis with Posterior Regularization

Ziqian Zeng, Yangqiu Song

Decompose, Plan in Parallel, and Merge: A Novel Paradigm for Large Language Models based Planning with Multiple Constraints

Zhengdong Lu, Weikai Lu, Yiling Tao +6

On the use of Silver Standard Data for Zero-shot Classification Tasks in Information Extraction

Jianwei Wang, Tianyin Wang, Ziqian Zeng

SynAdapt: Learning Adaptive Reasoning in Large Language Models via Synthetic Continuous Chain-of-Thought

Jianwei Wang, Ziming Wu, Fuming Lai +2

RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis

Jianwei Wang, Chengming Shi, Junyao Yang +5

Zero-shot Explainable Mental Health Analysis on Social Media by Incorporating Mental Scales

Wenyu Li, Yinuo Zhu, Xin Lin +3

SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings

Weikai Lu, Hao Peng, Huiping Zhuang +2

DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning

Huiping Zhuang, Run He, Kai Tong +3

Chimera: A Lossless Decoding Method for Accelerating Large Language Models Inference by Fusing all Tokens

Ziqian Zeng, Jiahong Yu, Qianshi Pang +4

SDD: Self-Degraded Defense against Malicious Fine-tuning

Zixuan Chen, Weikai Lu, Xin Lin +1

Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task

Huiping Zhuang, Di Fang, Kai Tong +4

Activation-Guided Local Editing for Jailbreaking Attacks

Jiecong Wang, Haoran Li, Hao Peng +4

PsFuture: A Pseudo-Future-based Zero-Shot Adaptive Policy for Simultaneous Machine Translation

Libo Zhao, Jing Li, Ziqian Zeng

GenderAlign: An Alignment Dataset for Mitigating Gender Bias in Large Language Models

Tao Zhang, Ziqian Zeng, Yuxiang Xiao +4

Fair Representation Learning for Heterogeneous Information Networks

Ziqian Zeng, Rashidul Islam, Kamrun Naher Keya +3

A Variational Approach to Unsupervised Sentiment Analysis

Ziqian Zeng, Wenxuan Zhou, Xin Liu +4

Dissecting Fine-Tuning Unlearning in Large Language Models

Yihuai Hong, Yuelin Zou, Lijie Hu +3

F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning

Huiping Zhuang, Yuchen Liu, Run He +5

FreoStream:Enhancing Stream Guardrails via Future-Aware Reasoning and Safety-Aligned Optimization

Jianwei Wang, Guoyang Shen, Yanhong Wu +5

RCP-Merging: Merging Long Chain-of-Thought Models with Domain-Specific Models by Considering Reasoning Capability as Prior

Junyao Yang, Jianwei Wang, Huiping Zhuang +2

Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning

Wenbin Hu, Haoran Li, Huihao Jing +7

Adaptive Policy with Wait-$k$ Model for Simultaneous Translation

Libo Zhao, Kai Fan, Wei Luo +4

L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning

Xiang Zhang, Run He, Jiao Chen +5

Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning

Run He, Di Fang, Yicheng Xu +5