Zhiliang Tian

CTTA-T: Continual Test-Time Adaptation for Text Understanding via Teacher-Student with a Domain-aware and Generalized Teacher ACL 2026 DMHM: Density-aware Manifold Learning and Hybrid Mahalanobis Energy for LLMs-generated Text Detection ACL 2026 DPRM: A Dual Implicit Process Reward Model in Multi-Hop Question Answering AAAI 2026 Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs’ Hallucinations ACL 2026 WALKSAFE: Risk-aware Graph Random Walk with Bi-GRPO for LLM Safety AAAI 2026 Advancing Collaborative Debates with Role Differentiation through Multi-Agent Reinforcement Learning ACL 2025 AGD: Adversarial Game Defense Against Jailbreak Attacks in Large Language Models ACL 2025 Battling against Tough Resister: Strategy Planning with Adversarial Game for Non-collaborative Dialogues ACL 2025 Correlation-Aware Example Selection for In-Context Learning with Nonsymmetric Determinantal Point Processes EMNLP 2025 Dovetail: A CPU/GPU Heterogeneous Speculative Decoding for LLM inference EMNLP 2025 DPGA-TextSyn: Differentially Private Genetic Algorithm for Synthetic Text Generation ACL 2025 DYNTEXT: Semantic-Aware Dynamic Text Sanitization for Privacy-Preserving LLM Inference ACL 2025 GCML: Gradient Coherence Guided Meta-Learning for Cross-Domain Emerging Topic Rumor Detection EMNLP 2025 LLM-based Rumor Detection via Influence Guided Sample Selection and Game-based Perspective Analysis ACL 2025 Test-Time Adaptation on Noisy Data via Model-Pruning-Based Filtering and Flatness-Aware Entropy Minimization AAAI 2025 Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling AAAI 2025 360∘REA: Towards A Reusable Experience Accumulation with 360∘ Assessment for Multi-Agent System ACL 2024 Context-aware Watermark with Semantic Balanced Green-red Lists for Large Language Models EMNLP 2024 Intent-Aware and Hate-Mitigating Counterspeech Generation via Dual-Discriminator Guided LLMs COLING 2024 Perception of Knowledge Boundary for Large Language Models through Semi-open-ended Question Answering NeurIPS 2024 POMP: Probability-driven Meta-graph Prompter for LLMs in Low-resource Unsupervised Neural Machine Translation ACL 2024 StyleFlow: Disentangle Latent Representations via Normalizing Flow for Unsupervised Text Style Transfer COLING 2024 DaMSTF: Domain Adversarial Learning Enhanced Meta Self-Training for Domain Adaptation ACL 2023 EMQ: Evolving Training-free Proxies for Automated Mixed Precision Quantization ICCV 2023 GRACE: Gradient-guided Controllable Retrieval for Augmenting Attribute-based Text Generation ACL 2023 GROVE: A Retrieval-augmented Complex Story Generation Framework with A Forest of Evidence EMNLP 2023 Meta-Tsallis-Entropy Minimization: A New Self-Training Approach for Domain Adaptation on Text Classification IJCAI 2023 Self-Evolution Learning for Mixup: Enhance Data Augmentation on Few-Shot Text Classification Tasks EMNLP 2023 Empathetic and Emotionally Positive Conversation Systems with an Emotion-specific Query-Response Memory EMNLP 2022 Hard Gate Knowledge Distillation - Leverage Calibration for Robust and Reliable Language Model EMNLP 2022 Improving Meta-learning for Low-resource Text Classification and Generation via Memory Imitation ACL 2022 Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue EMNLP 2022 Semi-Supervised Lifelong Language Learning EMNLP 2022 SeqPATE: Differentially Private Text Generation via Knowledge Distillation NeurIPS 2022 Enhancing Content Preservation in Text Style Transfer Using Reverse Attention and Conditional Layer Normalization ACL 2021 Learning from My Friends: Few-Shot Personalized Conversation Systems via Social Networks AAAI 2021 Response-Anticipated Memory for On-Demand Knowledge Integration in Response Generation ACL 2020 Learning to Abstract for Memory-augmented Conversational Response Generation ACL 2019 Diversifying Neural Conversation Model with Maximal Marginal Relevance IJCNLP 2017 How to Make Context More Useful? An Empirical Study on Context-Aware Neural Conversational Models ACL 2017