基本信息
林政 博导 中国科学院信息工程研究所
第六研究室/智能认知安全研究室
G3课题组/认知智能生成课题组CIGMA
(Cognitive Intelligence with Generative and Multimodal Algorithms)
电子邮件: linzheng@iie.ac.cn
通信地址: 北京市海淀区树村路19号中科院信工所2号楼
邮政编码: 100085
研究领域
研究方向:自然语言处理、多模态分析、认知计算
具体包括:情感分析、内容生成、大模型轻量化等
招生信息
1. 具备推免资格,计算机相关专业,具有良好的语文、数学、英语、编程能力;
2. 发多少A不重要,希望学生有自驱力、有责任感、有同理心;
3. 期待未来彼此信任、并肩作战、共同成长;
招生专业
081203-计算机应用技术083900-网络空间安全
招生方向
自然语言处理,多模态分析信息内容安全
工作经历
工作简历
2022-10~现在, 中国科学院信息工程研究所, 研究员2016-10~2022-10,中国科学院信息工程研究所, 副研究员2014-07~2016-10,中国科学院信息工程研究所, 助理研究员
社会兼职
2024-12-28-今,中文信息学会, 计算语言学专委会委员
2024-11-30-今,中文信息学会, 大模型与生成专委会委员
2024-10-18-今,中文信息学会, 信息检索专委会委员
2024-07-01-今,中文信息学会, 情感计算专委会委员
2024-05-17-今,中国指挥与控制学会, 大模型与决策智能专委会委员
2023-07-01-今,中文信息学会, 青年工作委员会委员
2022-06-30-2027-07-30,中国指挥与控制学会, 信息融合专委会委员
2024-11-30-今,中文信息学会, 大模型与生成专委会委员
2024-10-18-今,中文信息学会, 信息检索专委会委员
2024-07-01-今,中文信息学会, 情感计算专委会委员
2024-05-17-今,中国指挥与控制学会, 大模型与决策智能专委会委员
2023-07-01-今,中文信息学会, 青年工作委员会委员
2022-06-30-2027-07-30,中国指挥与控制学会, 信息融合专委会委员
教授课程
信息检索导论文献阅读深度学习与自然语言处理
专利与奖励
奖励信息
(1) 细粒度比拟句情绪分析, 一等奖, 其他, 2025(2) 结合用户画像信息中文情绪分类评测, 一等奖, 其他, 2024(3) 中国科学院优秀导师, 院级, 2024(4) 科学技术进步奖, 一等奖, 部委级, 2022(5) 全国第二届军事智能-机器阅读挑战赛, 一等奖, 国家级, 2019(6) F5000优秀论文, 部委级, 2019(7) 全国第一届军事智能-机器阅读挑战赛, 一等奖, 国家级, 2018
出版信息
- VecInfer: Efficient LLM Inference with Low-Bit KV Cache via Outlier-Suppressed Vector Quantization. ACL, 2026 (CCF A)
- LWGR: Lagrangian-Constrained Personalized World Knowledge for Generative Recommendation. SIGIR, 2026 (CCF A)
- ExDR: Explanation-driven Dynamic Retrieval Enhancement for Multimodal Fake News Detection. SIGIR, 2026 (CCF A)
- Dynamic Early Exit in Reasoning Models. ICLR, 2026 (CCF A)
- Blink: Dynamic Visual Token Resolution for Enhanced Multimodal Understanding. CVPR, 2026 (CCF A)
- Test-time Prompt Intervention. AAAI, 2026 (CCF A)
- Breaking the Trade-Off Between Faithfulness and Expressiveness for Large Language Models. AAAI, 2026 (CCF A)
- System 1&2 Synergy via Dynamic Model Interpolation. IJCAI, 2026
- Online Self-Calibration Against Hallucination in Vision-Language Models. IJCAI, 2026
- Causal Path Alignment: Anchoring the Optimization Trajectory for Controllable In-Parameter Knowledge Editing. IJCAI, 2026
- Absorbing Gradient Conflicts: Modeling Semantic Variance via Kent Distributions for Cross-Modal Hashing. IJCAI, 2026
- DualECot: Toward Explainable Emotion Causality Analysis in Conversations. IEEE Transactions on Audio, Speech and Language Processing, 2026 (CCF B)
- NeedleInATable: Exploring Long-Context Capability of Large Language Models towards Long-Structured Tables. NeurIPS, 2025 (CCF A)
- Adapt Once, Thrive with Updates: Transferable Parameter-Efficient Fine-Tuning on Evolving Base Models. ACL, 2025 (CCF A)
- BeamLoRA: Beam-Constraint Low-Rank Adaptation. ACL, 2025 (CCF A)
- DIVE into MoE: Diversity-Enhanced Reconstruction of Large Language Models from Dense into Mixture-of-Experts. ACL, 2025 (CCF A)
- PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization. ACL, 2025 (CCF A)
- TailorKV: A Hybrid Framework for Long-Context Inference via Tailored KV Cache Optimization. Findings of ACL, 2025
- TableDreamer: Progressive and Weakness-guided Data Synthesis from Scratch for Table Instruction Tuning. Findings of ACL, 2025
- Incorporating Communication Style and Interaction of Speakers for Sarcasm Explanation in Dialogue. SIGIR, 2025 (CCF A)
- Two-stage Adversarial Training for Deep Hashing via Representation Distillation. SIGIR, 2025 (CCF A)
- AutoPrompt: Automated Red-Teaming of Text-to-Image Models via LLM-Diven Adversarial Prompts. ICCV, 2025 (CCF A)
- Mitigating the Evolving Semantic Entanglement in Continual Learning of Vision-Language Models. ACM MM, 2025 (CCF A)
- Categorical Attention: Fine-grained Language-guided Noise Filtering Network for Occluded Person Re-Identification. IJCAI, 2025 (CCF A)
- Bridging the Gap: Aligning Language Model Generation with Structured Information Extraction via Controllable State Transition. WWW, 2025 (CCF A)
- Trust-GRS: A Trustworthy Training Framework for Graph Neural Network Based Recommender Systems against Shilling Attacks. AAAI, 2025 (CCF A)
- Relation Also Knows: Rethinking the Recall and Editing of Factual Associations in Auto-Regressive Transformer Language Models. AAAI, 2025 (CCF A)
- Multimodal Hypothetical Summary for Retrieval-based Multi-image Question Answering. AAAI, 2025 (CCF A)
- Weights-Rotated Preference Optimization for Large Language Models. EMNLP, 2025
- CBP-Tuning: Efficient Local Customization for Black-box Large Language Models. EMNLP, 2025
- Sibyl: Empowering Empathetic Dialogue Generation in Large Language Models via Sensible and Visionary Commonsense Inference. COLING, 2025
- Towards One-to-Many Visual Question Answering. findings of EMNLP, 2024
- Towards Flexible Evaluation for Generative Visual Question Answering. ACM MM, 2024 (CCF A)
- Disrupting Diffusion: Token-Level Attention Erasure Attack against Diffusion-based Customization. ACM MM, 2024(CCF A)
- Prediction Exposes Your Face: Black-box Model Inversion via Prediction Alignment. ECCV, 2024
- Multimodal Table Understanding. ACL, 2024 (CCF A)
- Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning. findings of ACL, 2024
- Pruning Large Language Models to Intra-module Low-rank Structure with Transitional Activations. findings of ACL, 2024
- A Pedestrian is Worth One Prompt: Towards Language Guidance Person Re-Identification. CVPR, 2024 (CCF A)
- Object Attribute Matters in Visual Question Answering. AAAI, 2024 (CCF A)
- SD4Privacy: Exploiting Stable Diffusion for Protecting Facial Privacy. ICME, 2024
- Exploiting Vision-Language Model for Visible-Infrared Person Re-identification via Textual Modality Alignment. ICME, 2024
- Privacy-Preserving Replay and Adaptive Relation Distillation for Camera Incremental Person Re-Identification. ICME. ICME, 2024
- Multi-level Adaptive Contrastive Learning for Knowledge Internalization in Dialogue Generation. EMNLP, 2023
- Compressing and Debiasing Vision-Language Pre-Trained Models for Visual Question Answering. EMNLP, 2023
- An Empirical Study of Instruction-tuning Large Language Models in Chinese. findings of EMNLP, 2023
- Chain-of-Thought Reasoning in Tabular Language Models. findings of EMNLP, 2023
- IM-TQA: A Chinese Table Question Answering Dataset with Implicit and Multi-type Table Structures. ACL, 2023 (CCF A)
- Combo of Thinking and Observing for Outside-Knowledge VQA. ACL, 2023 (CCF A)
- A Gradient Control Method for Backdoor Attacks on Parameter-Efficient Tuning. ACL, 2023 (CCF A)
- Question-Interlocutor Scope Realized Graph Modeling over Key Utterances for Dialogue Reading Comprehension. Findings of ACL, 2023
- Maximum Entropy Loss, the Silver Bullet Targeting Backdoor Attacks in Pre-trained Language Models. Findings of ACL, 2023
- Divide, Conquer, and Combine: Mixture of Semantic-Independent Experts for Zero-Shot Dialogue State Tracking. ACL, 2023 (CCF A)
- DiffusEmp: A Diffusion Model-Based Framework with Multi-Grained Control for Empathetic Response Generation. ACL, 2023 (CCF A)
- Retrieve-and-Sample: Document-level Event Argument Extraction via Hybrid Retrieval Augmentation. ACL, 2023 (CCF A)
- Explainable Hyperbolic Temporal Point Process for User-Item Interaction Sequence Generation. TOIS, 2023 (CCF A)
- Multi-Aspect Heterogeneous Graph Augmentation. WWW, 2023 (CCF A)
- Towards Polymorphic Adversarial Examples Generation for Short Text. ICASSP, 2023
- SERI: SkEtching-Reasoning-Integrating Progressive Workflow for Empathetic Response Generation. ICASSP, 2023
- Explainable Hyperbolic Temporal Point Process for User-Item Interaction Sequence Generation. ACM Transactions on Information Systems, 2022 (CCF A)
- A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models. NeurIPS, 2022 (CCF A)
- Detach and Attach: Stylized Image Captioning without Paired Stylized Dataset. ACM MM, 2022 (CCF A)
- Neutral Utterances are Also Causes: Enhancing Conversational Causal Emotion Entailment with Social Commonsense Knowledge. IJCAI, 2022 (CCF A)
- Neural Label Search for Zero-Shot Multi-Lingual Extractive Summarization. ACL, 2022 (CCF A)
- COST-EFF: Collaborative Optimization of Spatial and Temporal Efficiency with Slenderized Multi-exit Language Models. EMNLP, 2022
- Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA. findings of EMNLP, 2022
- Empathetic Dialogue Generation via Sensitive Emotion Recognition and Sensible Knowledge Selection. findings of EMNLP, 2022
- Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning. findings of EMNLP, 2022
- Target Really Matters: Target-aware Contrastive Learning and Consistency Regularization for Few-shot Stance Detection. COLING, 2022
- TAKE: Topic-shift Aware Knowledge sElection for Dialogue Generation. COLING, 2022
- Slot Dependency Modeling for Zero-Shot Cross-Domain Dialogue State Tracking. COLING, 2022
- CLIO: Role-interactive Multi-event Head Attention Network for Document-level Event Extraction. COLING, 2022
- Learning to Win Lottery Tickets in BERT Transfer via Task-agnostic Mask Training. NAACL, 2022
- Cross-Target Stance Detection via Refined Meta-Learning. ICASSP, 2022
- Connecting Targets via Latent Topics and Contrastive Learning: A Unified Framework for Robust Zero-shot and Few-shot Stance Detection. ICASSP, 2022
- Addressing Extraction and Generation Separately: Key phrase Prediction with Pre-trained Language Models. IEEE Transactions on Audio, Speech and Language Processing, 2021
- Sarcasm Detection with Commonsense Knowledge. IEEE Transactions on Audio, Speech and Language Processing, 2021
- Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge. Findings of EMNLP, 2021
- Check It Again: Progressive Visual Question Answering via Visual Entailment. ACL, 2021 (CCF A)
- Marginal Utility Diminishes: Exploring the Minimum Knowledge for BERT Knowledge Distillation. ACL, 2021 (CCF A)
- Enhanching Zero-shot and Few-shot Stance Detection with Commonsense Knowledge Graph. Findings of ACL, 2021 (CCF A)
- ROSITA: Refined BERT Compression with Integrated Technique. AAAI, 2021 (CCF A)
- Learning Class-Transductive Intent Representations for Zero-shot IntentDetection. IJCAI, 2021 (CCF A)
- MACROBERT: Maximizing Certified Region of BERT to Adversarial Word Substitutions. DASFAA, 2021
- Modeling Intra and Inter-modality Incongruity for Multi-Modal Sarcasm Detection. Findings of EMNLP, 2020
- Joint Character-Level Word Embedding and Adversarial Stability Training to Defend Adversarial Text. AAAI, 2020 (CCF A)
- Modeling the Incongruity between Sentence Snippets for Sarcasm Detection. ECAI, 2020
- Generating Paraphrase with Topic as Prior Knowledge. CIKM, 2019
- Ranking and Sampling in Open-Domain Question Answering. EMNLP, 2019
- Learning Sentiment-Specific Word Embedding via Global Sentiment Representation. AAAI, 2018 (CCF A)
- Deep Uniqueness-aware Hashing for Fine-grained Multi-label Image Retrieval. ICASSP, 2018
- Deep Supervised Hashing for Multi-Label and Large-Scale Image Retrieval. ICMR, 2017
- An Unsupervised Cross-Lingual Topic Model Framework for Sentiment Classification, IEEE/ACM Transactions on Audio, Speech and Language Processing, 2016
- A Word Vector and Matrix Factorization Based Method for Opinion Lexicon Extraction. WWW, 2015
- A Cross-Lingual Joint Aspect/Sentiment Model for Sentiment Analysis. CIKM, 2014
- Towards jointly extracting aspects and aspect-specific sentiment knowledge. CIKM, 2012
- Find me opinion sources in blogosphere: a unified framework for opinionated blog feed retrieval. WSDM, 2012
- Effective and efficient?bilingual sentiment lexicon extraction using collocation alignment. CIKM, 2012
- Language-independent sentiment classification using three common words. CIKM, 2011
- 文本后门攻击与防御综述. 计算机研究与发展,2023 (CCF A)
- 智能回复系统研究综述. 信息安全学报,2020
- 文本情绪分析综述. 计算机研究与发展,2018 (CCF A)
- 一种面向大规模社会信息网络的多层社区发现算法. 计算机学报,2016 (CCF A)
发表著作
(1) 情感分析进阶, Advanced Sentiment Analysis, 机械工业出版社, 2023-03, 第 1 作者(2) 文本情感分析, Text Sentiment Analysis, 清华大学出版社, 2019-12, 第 1 作者
科研活动
科研项目
( 1 ) 观点大模型, 负责人, 国家任务, 2024-03--2024-12( 2 ) 行业大模型, 负责人, 国家任务, 2024-01--2025-12( 3 ) 多模态情绪分析, 负责人, 国家任务, 2023-11--2025-11( 4 ) 大模型轻量化, 负责人, 国家任务, 2023-06--2025-06( 5 ) 大模型推理技术, 负责人, 境内委托项目, 2023-05--2024-05( 6 ) 大模型行业助理, 负责人, 国家任务, 2023-01--2024-12( 7 ) 情绪感知与知识增强的文本生成技术研究, 负责人, 国家任务, 2020-01--2023-12( 8 ) 识别与研判技术(二期), 负责人, 国家任务, 2019-10--2020-09( 9 ) 网络信息平台(二期), 参与, 国家任务, 2019-09--2021-09( 10 ) 态势感知技术研究, 负责人, 国家任务, 2019-02--2022-01( 11 ) 识别与消解技术(一期), 负责人, 国家任务, 2018-10--2019-09( 12 ) 网络信息平台(一期), 参与, 国家任务, 2016-05--2017-11( 13 ) 短文本情感分析关键技术研究, 负责人, 国家任务, 2016-01--2018-12
毕业生去向
许同学 2017级硕士生 腾讯微信
耿同学 2017级硕士生 国家公务员
吴同学 2017级硕士生 百度搜索
刘同学 2017级直博生 阿里蚂蚁金服
佀同学 2019级硕转博 华为天才少年
李同学 2019级硕转博 腾讯微信模式识别
刘同学 2019级硕士生 北京大学
李同学 2019级硕转博 香港中文大学
谭同学 2020级硕士生 米哈游
温同学 2020级硕士生 工商银行
梁同学 2020级硕士生 移动研究院
王同学 2021级硕士生 华为鸿蒙
王同学 2022级硕士生 腾讯混元大模型
陈同学 2022级硕士生 字节跳动
申同学 2022级硕士生 小米mimo
孙同学 2023级硕士生 北京市公务员
郑同学 2021级博士生 蚂蚁百灵大模型