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;
想要更多了解小组情况,可以关注:iienlp.github.io
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
- 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)
- 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: Keyphrase 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
许某某 2017级硕士生 腾讯微信
耿 某 2017级硕士生 国家公务员
吴 某 2017级硕士生 百度搜索
刘 某 2017级直博生 阿里蚂蚁金服
佀某某 2019级硕转博 华为天才少年
李某某 2019级硕转博 腾讯微信模式识别
刘某某 2019级硕士生 北京大学
李某某 2019级硕转博 香港中文大学
谭某某 2020级硕士生 米哈游
温 某 2020级硕士生 工商银行
梁某某 2020级硕士生 移动研究院
王 某 2021级硕士生 华为鸿蒙
王某某 2022级硕士生 腾讯混元大模型
陈某某 2022级博士生 字节跳动