Reading table

Date	Speaker	Materials
2014/10/22	Zhang Dong Xu	Why RNN? PPT paper 1,paper 2
2014/12/8	Liu Rong	Yu Zhao, Zhiyuan Liu, Maosong Sun. Phrase Type Sensitive Tensor Indexing Model for Semantic Composition. AAAI'15. pdf
		Yang Liu, Zhiyuan Liu, Tat-Seng Chua, Maosong Sun. Topical Word Embeddings. AAAI'15. pdfcode
		Yankai Lin, Zhiyuan Liu, Maosong Sun, Yang Liu, Xuan Zhu. Learning Entity and Relation Embeddings for Knowledge Graph Completion. AAAI'15. pdfcode
2015/07/10	Liu Rong	Context-Dependent Translation Selection Using Convolutional Neural Network [1] Syntax-based Deep Matching of Short Texts [2] Convolutional Neural Network Architectures for Matching Natural Language Sentences[3] LSTM: A Search Space Odyssey [4] A Deep Embedding Model for Co-occurrence Learning [5] Text segmentation based on semantic word embeddings[6] semantic parsing via paraphrashings[7]
2015/07/22	Dong Wang	From Word Embeddings To Document Distances pdf Reading list for ICML2015
2015/07/29	Xiaoxi Wang	Sequence to Sequence Learning with Neural Networks pdf Neural Machine Translation by Jointly Learning to Align and Translate pdf
2015/08/05	Tianyi Luo	A Hierarchical Knowledge Representation for Expert Finding on Social Media(ACL 2015 short paper) [pdf]
2015/08/05	Dongxu Zhang	Describing Multimedia Content using Attention-based Encoder-Decoder Networks[8] Attention-Based Models for Speech Recognition[9] details in speech recognition. Neural Machine Translation by Joint Learning to Align and Translate[10] details in machine translation.
2015/08/07	Chao Xing	Neural Word Embedding as Implicit Matrix Factorization [pdf] Matrix factorization techniques for recommender systems [[11]]
2015/10/14	Tianyi Luo, Dongxu Zhang, Chao Xing	MEMORY NETWORKS(ICLR 2015) [pdf] End-To-End Memory Networks(NIPS 2015) [pdf]
2015/10/20	Tianyi Luo, Xiaoxi Wang	The Kendall and Mallows Kernels for Permutations (ICML 2015) [pdf] The ordering of expression among a few genes can provide simple cancer biomarkers and signal BRCA1 mutations (BMC Bioinformatics) [pdf] Reasoning about Entailment with Neural Attention [pdf]
2015/10/28	Lantian Li	Binary Code Ranking with Weighted Hamming Distance [pdf]
2015/11/05	Chao Xing, Xiaoxi Wang	Generative Image Modeling Using Spatial LSTMs [pdf] Character-level Convolutional Networks for Text Classification [pdf]
2015/11/20	qixinWang	Are You Talking to a Machine? [pdf] m-RNN [pdf] PresentationPPT [pdf]
2015/11/27	Xiaoxi Wang	NEURAL PROGRAMMER-INTERPRETERS [pdf] Subset Selection by Pareto Optimization [pdf]
2015/11/27	Chao Xing	Random Walks and Neural Network Language Models [pdf] SENSEMBED: Learning Sense Embeddings forWord and Relational Similarity[pdf]
2015/12/4	Dongxu Zhang, Qixin Wang, Chao Xing	Building a shared world: Mapping distributional to model-theoretic semantic spaces[pdf] Playing Atari with Deep Reinforcement Learning[pdf] Word Embedding Revisited A New Representation Learning and Explicit Matrix Factorization Perspective [pdf]
2015/12/11	Chao Xing, Yiqiao Pan	Semi-Supervised Word Sense Disambiguation Using Word Embeddings in General and Specific Domains [pdf] SENSE2VEC - A FAST AND ACCURATE METHOD FOR WORD SENSE DISAMBIGUATION IN NEURAL WORD EMBEDDINGS [pdf] Efficient Non-parametric Estimation of Multiple Embeddings per Word in Vector Space[pdf] Distributional Semantics in Use[pdf]
2015/12/18	Tianyi Luo, Dongxu Zhang	Human-level concept learning through probabilistic program induction(Cognitive Science) [pdf] Cluster Analysis of Heterogeneous Rank Data(ICML 2007) [pdf] Building a shared world: Mapping distributional to model-theoretic semantic spaces[pdf]
2015/12/25	Dongxu zhang, Qixin Wang	Exploiting Multiple Sources for Open-domain Hypernym Discovery[[12]] learning semantic hierarchies via word embeddings[[13]]
2015/12/31	Xiaoxi Wang， Chao Xing	Multilingual Language Processing From Bytes [pdf] Towards universal neural nets: Gibbs machines and ACE. [pdf]
2016/1/8	Qixin Wang， Tianyi Luo	Unveiling the Dreams of Word Embeddings: Towards Language-Driven Image Generation[pdf] Generating Chinese Couplets using a Statistical MT Approach[pdf] Generating Chinese Classical Poems with Statistical Machine Translation Models[pdf] Chinese Poetry Generation with Recurrent Neural Networks[pdf]
2016/1/15	Chao Xing	Learning from Chris Dyer [ppt] Learning Word Representations with Hierarchical Sparse Coding [pdf] Non-distributional Word Vector Representations [pdf] Sparse Overcomplete Word Vector Representations [pdf]
2016/1/22	Qixin Wang, Tianyi Luo	Skip_thought_vector [pdf]
2016/1/29	Dongxu Zhang	Towards Neural Network-based Reasoning[[14]]
2016/3/25	Jiyuan Zhang	Modeling Temporal Dependencies in High-Dimensional Sequences:Application to Polyphonic Music Generation and Transcription[pdf] Composing Music With Recurrent Neural Networks[blog]
2016/4/1	Chao Xing	Generating Text with Deep Reinforcement Learning[pdf]
2016/4/8	Tianyi Luo	Generating Chinese Classical Poems with RNN[[15]]
2016/4/28	Chao Xing	Knowledge Base Completion via Search-Based Question Answering [[16]] Open Domain Question Answering via Semantic Enrichment [[17]] A Neural Conversational Model [[18]]
2016/5/11	Chao Xing	A Hierarchical Recurrent Encoder-Decoder for Generative Context-Aware Query Suggestion A Neural Network Approach to Context-Sensitive Generation of Conversational Responses Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models Neural Responding Machine for Short-Text Conversation Learning from Real Users Rating Dialogue Success with Neural Networks for Reinforcement Learning in Spoken Dialogue Systems
2016/7/28	Aiting Liu	Intrinsic Subspace Evaluation of Word Embedding Representations [pdf] [slides]
2016/8/4	Aodong Li Jiyuan Zhang Andi Zhang	On the Role of Seed Lexicons in Learning Bilingual Word Embeddings [pdf] [slides] ABCNN- Attention-Based Convolutional Neural Network for Modeling Sentence Pairs [pdf] [slides] Tutorial: Introduction to different LMs: NNLM, RNNLM, continuous bag of words, skip-gram [slides]
2016/8/18	Shiyao Li Aiting Liu	Multilingual part-of-speech tagging with bidirectional long short-term memory models and auxiliary loss [pdf] [slides] A Sentence Interaction Network for Modeling Dependence between Sentences [pdf] [slides]
2016/8/25	Ziwei Bai	Tutorial: Tensorflow guidelines and some examples [slides]
2016/8/26	Jiyuan Zhang Shiyao Li	Tutorial: Introduction to GRU, LSTM, RBM [slides] Tutorial : Linear Algebra, Probability and Information Basics [LinearAlgebra] [ProbabilityAndInformationTheory]
2016/9/9	Aodong Li	Pointing the Unknown Words [pdf]
2016/9/18	Andy Zhang Shiyao Li Aodong Li	Large-Scale Information Extraction from Textual Definitions through Deep Syntactic and Semantic Analysis [pdf][slides] Finding the Middle Ground - A Model for Planning Satisficing Answers [pdf] [slides] Compressing Neural Language Models by Sparse Word Representations [pdf]
2016/9/30	Jiyuan Zhang Shiyue Zhang	On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems [pdf] [slides] Stack-propagation: Improved Representation Learning for Syntax [pdf] [slides]
2017/5/18	Shiyue Zhang	Convolutional Sequence to Sequence Learning [slides] [pdf]