Publications



Books

Graph-based Semi-Supervised Learning
Amarnag Subramanya, Partha Pratim Talukdar. Morgan & Claypool Publishers.


Theses

Optimization of Connectome Pruning Algorithm using Hybrid CPU-GPU Methods. - Gumma Venkata Kailash Madhav [2017]

2018

A Riemannian approach to trace norm regularized low-rank tensor completion [Code]
Madhav Nimishakavi, Pratik Kumar Jawanpuria and Bamdev Mishra
Thirty-Second Conference on Neural Information Processing Systems (NIPS 2018), Montréal, Canada

HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding [Code]
Shib Sankar Dasgupta, Swayambhu Nath Ray and Partha Talukdar
Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), Brussels, Belgium

AD3: Attentive Deep Document Dater [Code]
Swayambhu Nath Ray, Shib Sankar Dasgupta and Partha Talukdar
Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), Brussels, Belgium

RESIDE: Improving Distantly-Supervised Neural Relation Extraction using Side Information [Code]
Shikhar Vashishth, Rishabh Joshi, Sai Suman Prayaga, Chiranjib Bhattacharyya and Partha Talukdar
Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), Brussels, Belgium

Inductive Framework for Multi-Aspect Streaming Tensor Completion with Side Information [Code]
Madhav Nimishakavi, Bamdev Mishra, Manish Gupta and Partha Talukdar
27th International Conference on Information and Knowledge Management (CIKM 2018), Italy

Dating Documents using Graph Convolution Networks [Code]
Shikhar Vashishth, Shib Sankar Dasgupta, Swayambhu Nath Ray and Partha Talukdar
56th Annual Meeting of the Association for Computational Linguistics (ACL 2018), Melbourne, Australia

Towards Understanding Geometry of Knowledge Graph Embeddings [Code]
Chandrahas Dewangan, Aditya Sharma and Partha Talukdar
56th Annual Meeting of the Association for Computational Linguistics (ACL 2018), Melbourne, Australia

Higher-order Relation Schema Induction using Tensor Factorization with Back-off and Aggregation [Code]
Madhav Nimishakavi, Manish Gupta and Partha Talukdar
56th Annual Meeting of the Association for Computational Linguistics (ACL 2018), Melbourne, Australia

CESI: Canonicalizing Open Knowledge Bases using Embeddings and Side Information [Code]
Shikhar Vashishth, Prince Jain and Partha Talukdar
The Web Conference 2018 (WWW 2018), Lyon, France. [acceptance rate: 14.8%]

ELDEN: Improved Entity Linking using Densified Knowledge Graphs [Code]
Priya Radhakrishnan, Partha Talukdar and Vasudeva Varma
NAACL 2018, New Orleans, USA

Never-Ending Learning
Tom M. Mitchell, W. Cohen, E. Hruschka, P. Talukdar, B. Yang, J. Betteridge, A. Carlson, B. Dalvi, M. Gardner, B. Kisiel, J. Krishnamurthy, N. Lao, K. Mazaitis, T. Mohamed, N. Nakashole, E. Platanios, A. Ritter, M. Samadi, B. Settles, R. Wang, D. Wijaya, A. Gupta, X. Chen, A. Saparov, M. Greaves, J. Welling
Communications of the ACM, 61(5), pp. 103-115, May 2018.

2017

Speeding up Reinforcement Learning-based Information Extraction Training using Asynchronous Methods
Aditya Sharma, Zarana Parekh, Partha Talukdar
International Conference on Empirical Methods in NLP (EMNLP 2017), Cohenhagen, Denmark. [Short Paper]

KGEval: Accuracy Estimation of Automatically Constructed Knowledge Graphs
Prakhar Ojha, Partha Talukdar
International Conference on Empirical Methods in NLP (EMNLP 2017), Cohenhagen, Denmark.

Revisiting Simple Neural Networks for Learning Representations of Knowledge Graphs
Srinivas Ravishankar, Chandrahas Dewangan and Partha Talukdar
6th Workshop on Automated Knowledge Base Construction (AKBC) 2017

Improving Distantly Supervised Relation Extraction using Word and Entity Based Attention
Sharmistha Jat, Siddhesh Khandelwal and Partha Talukdar
6th Workshop on Automated Knowledge Base Construction (AKBC) 2017
BRAINZOOM: High Resolution Reconstruction from Multi-modal Brain Signals
Xiao Fu, Kejun Huang, Otilia Stretcu, Hyun Ah Song, Evangelos Papalexakis, Partha Talukdar, Tom Mitchell, Nicholas Sidiropoulos, Christos Faloutsos, Barnabas Poczos
SIAM International Conference on Data Mining (SDM 2017), Houston, USA

Facets: Adaptive Local Exploration of Large Graphs
Robert Pienta, Minsuk (Brian) Kahng, Zhiyuan Lin, Jilles Vreeken, Partha Talukdar, James Abello, Ganesh Parameswaran, Duen Horng (Polo) Chau
SIAM International Conference on Data Mining (SDM 2017), Houston, USA

2016

Quality Estimation of Workers in Collaborative Crowdsourcing Using Group Testing
Prakhar Ojha, Partha Talukdar
AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2016)

Relation Schema Induction using Tensor Factorization with Side Information [Code]
Madhav Nimishakavi, Uday Singh Saini, Partha Talukdar
International Conference on Empirical Methods in NLP (EMNLP 2016), Austin, USA

Discovering Response-Eliciting Factors in Social Question-Answering
Danish, Yogesh Dahiya and Partha Talukdar
10th International AAAI Conference on Web and Social Media (ICWSM-16), Cologne, Germany.

ClaimEval: Integrated and Flexible Framework for Claim Evaluation Using Credibility of Sources
Mehdi Samadi, Partha Talukdar, Manuela Veloso, Manuel Blum
30th AAAI Conference Conference on Artificial Intelligence (AAAI-16), Phoenix, USA

2015

An Entity-centric Approach for Overcoming Knowledge Graph Sparsity
Manjunath Hegde, Partha Talukdar
Empirical Methods in NLP (EMNLP 2015), Portugal (Short Paper)

Knowledge Base Inference using Bridging Entities
Bhushan Kotnis, Pradeep Bansal, Partha Talukdar
Empirical Methods in NLP (EMNLP 2015), Portugal (Short Paper)

Translation Invariant Word Embeddings
Matt Gardner, Kejun Huang, Evangelos Papalexakis, Xiao Fu, Partha Talukdar, Christos Faloutsos, Nicholas Sidiropoulos, Tom Mitchell
Empirical Methods in NLP (EMNLP 2015), Portugal (Short Paper)

AskWorld: Budget-Sensitive Query Evaluation for Knowledge-on-Demand
Mehdi Samadi, Partha Talukdar, Manuela Veloso, Tom Mitchell
International Joint Conference on Artificial Intelligence (IJCAI 2015), Buenos Aires, Argentina.

Never-Ending Language Learning
Tom Mitchell, William Cohen, Estevam Hruschka, Partha Talukdar, Justin Betteridge, Andrew Carlson, Bhavana Dalvi, Matt Gardner, Bryan Kisiel, Jayant Krishnmurthy, Ni Lao, Kathryn Mazaitis, Tahir Mohammad, Ndapa Nakashole, Emmanouil Antonios Platanios, Alan Ritter, Mehdi Samadi, Burr Settles, Richard Wang, Derry Wijaya, Abhinav Gupta, Xinlei Chen, Abulhair Saparov, Malcolm Greaves and Joel Welling
Twenty-Ninth AAAI Conference on Artificial Intelligence (AAAI 2015), Austin, USA.

Automatic Gloss Finding for a Knowledge Base using Ontological Constraints
Bhavana Dalvi, Einat Minkov, Partha Talukdar and William Cohen
International Conference on Web Search and Data Mining (WSDM 2015), Shanghai, China

A Compositional and Interpretable Semantic Space
Alona Fyshe, Leila Wehbe, Partha P. Talukdar, Brian Murphy and Tom M. Mitchell
Conference of the North American Chapter of the ACL (NAACL 2015), Denver, USA

Principled Neuro-Functional Connectivity Discovery
K. Huang, N. Sidiropoulos, C. Faloutsos, E. Papalexakis, P. Talukdar, T. Mitchell
SIAM International Conference on Data Mining (SDM 2015), Vancouver, Canada

Active Learning in Keyword Search-based Data Integration
Zhepeng Yan, Nan Zheng, Zachary Ives, Partha Pratim Talukdar, Cong Yu
The VLDB Journal Special Issue on Best Papers of VLDB 2013

Combining Vector Space Embeddings with Symbolic Logical Inference over Open-Domain Text
Matt Gardner, Partha Talukdar and Tom Mitchell
AAAI Spring Symposium on Knowledge Representation and Reasoning, Stanford, USA

2014

Simultaneously Uncovering the Patterns of Brain Regions Involved in Different Story Reading Subprocesses
Leila Wehbe, Brian Murphy, Partha Talukdar, Alona Fyshe, Aaditya Ramdas, Tom Mitchell
PLoS ONE 9(11): e112575. doi:10.1371/journal.pone.0112575

Press Coverage: CMU Press Release, Scientific American (blog), AP, TIME