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159. H-Binder: A Hardened Binder Framework on Android Systems

Author

Shen, Dong, Zhang, Zhangkai, Ding, Xuhua, Li, Zhoujun, Deng, Robert, Akan, Ozgur, Series editor, Bellavista, Paolo, Series editor, Cao, Jiannong, Series editor, Coulson, Geoffrey, Series editor, Dressler, Falko, Series editor, Ferrari, Domenico, Series editor, Gerla, Mario, Series editor, Kobayashi, Hisashi, Series editor, Palazzo, Sergio, Series editor, Sahni, Sartaj, Series editor, Shen, Xuemin Sherman, Series editor, Stan, Mircea, Series editor, Xiaohua, Jia, Series editor, Zomaya, Albert Y., Series editor, Deng, Robert, editor, Weng, Jian, editor, Ren, Kui, editor, and Yegneswaran, Vinod, editor

Published
2017
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160. HypTracker: A Hypervisor to Detect Malwares Through System Call Analysis on ARM

Author

Shen, Dong, Su, Xiaojing, Li, Zhoujun, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Wen, Sheng, editor, Wu, Wei, editor, and Castiglione, Aniello, editor

Published
2017
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161. DTRP: A Flexible Deep Framework for Travel Route Planning

Author

Xu, Jie, Li, Chaozhuo, Wang, Senzhang, Huang, Feiran, Li, Zhoujun, He, Yueying, Zhao, Zhonghua, Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bouguettaya, Athman, editor, Gao, Yunjun, editor, Klimenko, Andrey, editor, Chen, Lu, editor, Zhang, Xiangliang, editor, Dzerzhinskiy, Fedor, editor, Jia, Weijia, editor, Klimenko, Stanislav V., editor, and Li, Qing, editor

Published
2017
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162. Idology and Its Applications in Public Security and Network Security

Author

Su, Shenghui, Zheng, Jianhua, Lü, Shuwang, Huang, Zhiqiu, Li, Zhoujun, Tang, Zhenmin, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Wang, G. Alan, editor, Chau, Michael, editor, and Chen, Hsinchun, editor

Published
2017
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163. Semi-Supervised Network Embedding

Author

Li, Chaozhuo, Li, Zhoujun, Wang, Senzhang, Yang, Yang, Zhang, Xiaoming, Zhou, Jianshe, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Candan, Selçuk, editor, Chen, Lei, editor, Pedersen, Torben Bach, editor, Chang, Lijun, editor, and Hua, Wen, editor

Published
2017
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164. PPNE: Property Preserving Network Embedding

Author

Li, Chaozhuo, Wang, Senzhang, Yang, Dejian, Li, Zhoujun, Yang, Yang, Zhang, Xiaoming, Zhou, Jianshe, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Candan, Selçuk, editor, Chen, Lei, editor, Pedersen, Torben Bach, editor, Chang, Lijun, editor, and Hua, Wen, editor

Published
2017
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174. An Open Domain Topic Prediction Model for Answer Selection

Author

Yan, Zhao, Duan, Nan, Zhou, Ming, Li, Zhoujun, Zhou, Jianshe, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Lin, Chin-Yew, editor, Xue, Nianwen, editor, Zhao, Dongyan, editor, Huang, Xuanjing, editor, and Feng, Yansong, editor

Published
2016
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175. Query Classification by Leveraging Explicit Concept Information

Author

Wang, Fang, Yang, Ze, Li, Zhoujun, Zhou, Jianshe, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Li, Jinyan, editor, Li, Xue, editor, Wang, Shuliang, editor, Li, Jianxin, editor, and Sheng, Quan Z., editor

Published
2016
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176. AAHEG: Automatic Advanced Heap Exploit Generation Based on Abstract Syntax Tree.

Author

Wang, Yu, Zhang, Yipeng, and Li, Zhoujun

Subjects
SYNTAX (Grammar), TREES, PROBLEM solving
Abstract

Automatic Exploit Generation (AEG) involves automatically discovering paths in a program that trigger vulnerabilities, thereby generating exploits. While there is considerable research on heap-related vulnerability detection, such as detecting Heap Overflow and Use After Free (UAF) vulnerabilities, among contemporary heap-automated exploit techniques, only certain automated exploit techniques can hijack program control flow to the shellcode. An important limitation of this approach is that it cannot effectively bypass Linux's protection mechanisms. To solve this problem, we introduced Automatic Advanced Heap Exploit Generation (AAHEG). It first applies symbolic execution to analyze heap-related primitives in files and then detects potential heap-related vulnerabilities without a source code. After identifying these vulnerabilities, AAHEG builds an exploit abstract syntax tree (AST) to identify one or more successful exploit strategies, such as fast bin attack and Safe-unlink. AAHEG then selects exploitable methods via an abstract syntax tree (AST) and performs final testing to produce the final exploit. AAHEG chose to generate advanced heap-related exploits because the exploits can bypass Linux protections. Basically, AAHEG can automatically detect heap-related vulnerabilities in binaries without source code, build an exploit AST, choose from a variety of advanced heap exploit methods, bypass all Linux protection mechanisms, and generate final file-form exploit based on pwntools which can pass local and remote testing. Experimental results show that AAHEG successfully completed vulnerability detection and exploit generation for 20 Capture The Flag (CTF) binary files, 11 of which have all protection mechanisms enabled. [ABSTRACT FROM AUTHOR]

Published
2023
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178. Unleashing Infinite-Length Input Capacity for Large-scale Language Models with Self-Controlled Memory System

Author

Liang, Xinnian, Wang, Bing, Huang, Hui, Wu, Shuangzhi, Wu, Peihao, Lu, Lu, Ma, Zejun, and Li, Zhoujun

Subjects
FOS: Computer and information sciences, Computer Science - Computation and Language, Computation and Language (cs.CL)
Abstract

Large-scale Language Models (LLMs) are constrained by their inability to process lengthy inputs. To address this limitation, we propose the Self-Controlled Memory (SCM) system to unleash infinite-length input capacity for large-scale language models. Our SCM system is composed of three key modules: the language model agent, the memory stream, and the memory controller. The language model agent iteratively processes ultra-long inputs and stores all historical information in the memory stream. The memory controller provides the agent with both long-term memory (archived memory) and short-term memory (flash memory) to generate precise and coherent responses. The controller determines which memories from archived memory should be activated and how to incorporate them into the model input. Our SCM system can be integrated with any LLMs to enable them to process ultra-long texts without any modification or fine-tuning. Experimental results show that our SCM system enables LLMs, which are not optimized for multi-turn dialogue, to achieve multi-turn dialogue capabilities that are comparable to ChatGPT, and to outperform ChatGPT in scenarios involving ultra-long document summarization or long-term conversations. Additionally, we will supply a test set, which covers common long-text input scenarios, for evaluating the abilities of LLMs in processing long documents.~\footnote{Working in progress.}\footnote{\url{https://github.com/wbbeyourself/SCM4LLMs}}, Working in progress

Published
2023

179. API-Bank: A Benchmark for Tool-Augmented LLMs

Author

Li, Minghao, Song, Feifan, Yu, Bowen, Yu, Haiyang, Li, Zhoujun, Huang, Fei, and Li, Yongbin

Subjects
FOS: Computer and information sciences, Artificial Intelligence (cs.AI), Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computation and Language (cs.CL)
Abstract

Recent research has shown that Large Language Models (LLMs) can utilize external tools to improve their contextual processing abilities, moving away from the pure language modeling paradigm and paving the way for Artificial General Intelligence. Despite this, there has been a lack of systematic evaluation to demonstrate the efficacy of LLMs using tools to respond to human instructions. This paper presents API-Bank, the first benchmark tailored for Tool-Augmented LLMs. API-Bank includes 53 commonly used API tools, a complete Tool-Augmented LLM workflow, and 264 annotated dialogues that encompass a total of 568 API calls. These resources have been designed to thoroughly evaluate LLMs' ability to plan step-by-step API calls, retrieve relevant APIs, and correctly execute API calls to meet human needs. The experimental results show that GPT-3.5 emerges the ability to use the tools relative to GPT3, while GPT-4 has stronger planning performance. Nevertheless, there remains considerable scope for further improvement when compared to human performance. Additionally, detailed error analysis and case studies demonstrate the feasibility of Tool-Augmented LLMs for daily use, as well as the primary challenges that future research needs to address.

Published
2023

180. Bring User Interest to Related Entity Recommendation

Author

Wang, Zhongyuan, Wang, Fang, Wen, Ji-Rong, Li, Zhoujun, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Croitoru, Madalina, editor, Marquis, Pierre, editor, Rudolph, Sebastian, editor, and Stapleton, Gem, editor

Published
2015
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181. Integrity Verification of Replicated File with Proxy in Cloud Computing

Author

Zhou, Enguang, Zhang, Jiangxiao, Li, Zhoujun, Xu, Chang, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Qiang, Weizhong, editor, Zheng, Xianghan, editor, and Hsu, Ching-Hsien, editor

Published
2015
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182. Key-Exposure Protection in Public Auditing with User Revocation in Cloud Storage

Author

Guo, Hua, Ma, Fangchao, Li, Zhoujun, Xia, Chunhe, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Yung, Moti, editor, Zhu, Liehuang, editor, and Yang, Yanjiang, editor

Published
2015
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183. Characterization of Android Applications with Root Exploit by Using Static Feature Analysis

Author

Hao, Huikang, Li, Zhoujun, He, Yueying, Ma, Jinxin, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Wang, Guojin, editor, Zomaya, Albert, editor, Martinez, Gregorio, editor, and Li, Kenli, editor

Published
2015
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184. Non-malleable Extractors with Shorter Seeds and Their Applications

Author

Yao, Yanqing, Li, Zhoujun, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Biryukov, Alex, editor, and Goyal, Vipul, editor

Published
2015
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185. Exploring Social Network Information for Solving Cold Start in Product Recommendation

Author

Li, Chaozhuo, Wang, Fang, Yang, Yang, Li, Zhoujun, Zhang, Xiaoming, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Wang, Jianyong, editor, Cellary, Wojciech, editor, Wang, Dingding, editor, Wang, Hua, editor, Chen, Shu-Ching, editor, Li, Tao, editor, and Zhang, Yanchun, editor

Published
2015
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186. Friendship Link Recommendation Based on Content Structure Information

Author

Zhang, Xiaoming, Deng, Qiao, Li, Zhoujun, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Dong, Xin Luna, editor, Yu, Xiaohui, editor, Li, Jian, editor, and Sun, Yizhou, editor

Published
2015
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187. Inferring Diffusion Networks with Sparse Cascades by Structure Transfer

Author

Wang, Senzhang, Zhang, Honghui, Zhang, Jiawei, Zhang, Xiaoming, Yu, Philip S., Li, Zhoujun, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Renz, Matthias, editor, Shahabi, Cyrus, editor, Zhou, Xiaofang, editor, and Cheema, Muhammad Aamir, editor

Published
2015
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