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Stanford Scholar

Make research more accessible, by joining Stanford Scholar to collaborate, learn and create short talks on influential papers.

500+ strong community, 50+ countries, 200+ videos, 25,000+ views Apply now to create talks in English or your language of choice, in your area of interest!

Research Talks

As part of this initiative, we'll be producing a variety of research talks on different topics. The talks below are created by people from around the world, some are from high school, while some in grad school or industry. There are not many talks at this moment, but we plan to constantly improve and add more talks. Join us and help create research talks. See what researchers and students are saying about this initiative!

What are the researchers who authored papers below saying?

- "Thanks again for your efforts on our behalf. You and your team are providing a great public service to science." - a prof, Kellogg, U. Penn.
- "The talk is extremely thorough despite its brevity. Its certainly better than the talk I gave at WWW." - a researcher, Wikimedia Research.
- "The talk is great and very well done. I listened to it quickly and it seems to be factually correct. Very impressive!" - a prof, Stanford CS.

What are the participating students saying?

- "I had always wanted to read through research papers on hot topics of computer science. But I could never get started. This program not only inspires me to read through a paper but requires me to understand it enough, so as to create a talk on it. And learning is always fun when more people are learning with us."
- "To learn. Wanted to start a way to develop interest in research and the process associated in delivering research talks. Finally finding inspiration to work on my own ideas for research paper in the future."
- "Thank you so much for the reference and opportunity to join this initiative Rajan. I’ve been taking courses for so long but being able to create my own and help out with education was very special to me." - a high school student who recently got accepted to Stanford's class of 2021.





Research Talk: Mastering the Game of Go with Deep Neural Networks and Tree Search

Published on December 05, 2016 - Nature link - Public link

Paper info: David Silver, at. al. 2016. Mastering the Game of Go with Deep Neural Networks and Tree Search. Nature 529, 484–489 (28 January 2016) doi:10.1038/nature16961

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Directly Responsible Individuals (DRI) Team: Anshu Aviral, Venkata Karthik Gullapalli

Team: Anshu Aviral, Venkata Karthik Gullapalli, Gagana B, Tejas Sarma, Niresh Jain, Lenny Khazan, Rashida Taskin, Tzu Kit Chan and many more!

Audio Team: Niresh Jain, Venkata Karthik Gullapalli





Research Talk: Learning to Learn by Gradient Descent by Gradient Descent

Published on December 05, 2016 - NIPS link - Public link

Paper info: Marcin Andrychowicz, at. al. 2016. Learning to Learn by Gradient Descent by Gradient Descent. In Proceedings of the 30th Conference on Neural Information Processing Systems (NIPS 2016), Barcelona, Spain.

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Directly Responsible Individuals (DRI) Team: Afelio Padilla

Team: Afelio Padilla, Rohan Kapur, Sukanya Mandal, Naveena Benjamin, Saurabh Vyas, Lenny Khazan, Umang Sehgal and many more!

Audio Team: Naveena Benjamin





Research Talk: Growing Wikipedia Across Languages via Recommendation

Published on Sept 30, 2016 - ACM link - Public link - WWW 2016 (Nominee, best paper)

Paper info: Ellery Wulczyn, at. al. 2016. Growing Wikipedia Across Languages via Recommendation. In Proceedings of the 25th International Conference on World Wide Web (WWW 2016).

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Directly Responsible Individuals (DRI) Team: Giri Bhatnagar, Sourav Singh

Team (# of "thanks" received*): Giri Bhatnagar (21), Sourav Singh (12), Vidya Lakshmi Rajagopalan (17), Tzu Kit Chan (8), Gagana B (6), Kewal Shah (4), Enjiao Chen (3), Ankesh Anand (2), Roshinth SS (2), Tejesh Papineni (2)

Audio Team: Tzu Kit Chan





Research Talk: HypTrails: A Bayesian Approach for Comparing Hypotheses About Human Trails on the Web

Published on Oct 26, 2016 - ACM link - Public link - WWW 2015 Best Paper Award

Paper info: Philipp Singer, at. al. 2015. HypTrails: A Bayesian Approach for Comparing Hypotheses About Human Trails on the Web. In Proceedings of the 24th International Conference on World Wide Web.

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Directly Responsible Individuals (DRI) Team: Afelio Padilla, Anshu Aviral

Team: Afelio Padilla, Anshu Aviral, Naveena Benjamin, Tejas Sarma, Sukanya Mandal, Niresh Jain, Umang Sehgal, Ankesh Anand, Kewal Shah

Audio Team: Naveena Benjamin, Anshu Aviral





Research Talk: Secrets, Lies, and Account Recovery: Lessons from the Use of Personal Knowledge Questions at Google

Published on Oct 26, 2016 - ACM link - Public link - WWW 2015 Best Student Paper Award

Paper info: Joseph Bonneau, at. al. 2015. Secrets, lies, and account recovery: Lessons from the use of personal knowledge questions at Google. In Proceedings of the 24th International Conference on World Wide Web.

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Directly Responsible Individuals (DRI) Team: Venkata Karthik Gullapalli, Gagana B

Team: Venkata Karthik Gullapalli, Rashida Taskin, Gagana B, Vidya Lakshmi Rajagoplan, Surbhi Samra, Paul Abhratanu, Jessica Ip, Giulia Paris, Irene Rae, Dinesh Majeti, Karthik Duddu, Pulkit Verma

Audio Team: Rashida Taskin, Venkata Karthik Gullapalli





Research Talk: Crowdsourcing Annotations of Websites’ Privacy Policies: Can It Really Work?

Published on Sept 30, 2016 - ACM link - Public link - WWW 2016 (Nominee, best paper)

Paper info: Shomir Wilson, at. al. 2016. Crowdsourcing Annotations of Websites’ Privacy Policies: Can It Really Work?. In Proceedings of the 25th International Conference on World Wide Web (WWW 2016).

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Directly Responsible Individuals (DRI) Team: Ayush Shah, Tejas Sarma

Team (# of "thank you" received*): Ayush Shah (17), Tejas Sarma (22), Rashida Taskin (14), Niresh Jain (8), Surbhi Samra (7), Florin-Daniel Cioloboc (4), Christopher Ngo (3), Md Mahbub Ur Rashid (3), Chamira Nawarathna (2)

Audio Team: Ayush Shah





Research Talk: Social Networks Under Stress

Published on Sept 30, 2016 - ACM link - Public link - WWW 2016 (Winner, best paper)

Paper info: Daniel M. Romero, at. al. 2016. Social Networks Under Stress. In Proceedings of the 25th International Conference on World Wide Web (WWW 2016).

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Directly Responsible Individuals (DRI) Team: Giulia Paris, Rohan Kapur, Debarati Das

Team (# of "thank you" received*): Giulia Paris (20), Rohan Kapur (17), Debarati Das (16), Rahul Bansal (10), Nalin Chhibber (8), Sowmya Ganti (6), Arjit Srivastava (5), Ankur Gos (4), Bryan Deloeste (3), Avi Nash (2)

Audio Team: Giulia Paris, Rohan Kapur, Debarati Das





Research Talk: Visualizing Large-scale and High-dimensional Data

Published on Sept 30, 2016 - ACM link - Public link - WWW 2016 (Nominee, best paper)

Paper info: Jian Tang, at. al. 2016. Visualizing Large-scale and High-dimensional Data. In Proceedings of the 25th International Conference on World Wide Web (WWW 2016).

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Directly Responsible Individuals (DRI) Team: Afelio Padilla, Anshu Aviral

Team (# of "thank you" received*): Afelio Padilla (25), Anshu Aviral (8), Naveena Benjamin (19), Suraj Pai (5), Lenny Khazan (3), Manoj Balaji (2), Nikita Mittal (2), Yash Sherry (2)

Audio Team: Naveena Benjamin





Research Talk: Using Hierarchical Skills for Optimized Task Assignment in Knowledge-intensive Crowdsourcing

Published on Sept 30, 2016 - ACM link - Public link - WWW 2016 (Winner, best student paper)

Paper info: Panagiotis Mavridis, at. al. 2016. Using Hierarchical Skills for Optimized Task Assignment in Knowledge-intensive Crowdsourcing. In Proceedings of the 25th International Conference on World Wide Web.

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Directly Responsible Individuals (DRI) Team: Venkata Karthik Gullapalli, Gargi Sharma

Team (# of "thank you" received*): Venkata Karthik Gullapalli (25), Gargi Sharma (10), Arzoo Sethi (9), Sukanya Mandal (12), Anandita Bindra (12), Ketan Bhatt (9), Sudheesh Singanamalla (6), Shreyas Krishnan Shrikanth (4), Joshua Bezaleel (3)

Audio Team: Arzoo Sethi, Venkata Karthik Gullapalli





Research Talk: Wander Join: Online Aggregation via Random Walks

Published on Jan 08, 2017 - ACM link - Public link - SIGMOD 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Freddie Vargus, Anshu Aviral

Team: Freddie Vargus, Anshu Aviral, Rashmi Nagpal, Ayush Pareek, TK Sourabh, Kewal Shah, and many others.

Audio Team: Rashmi Nagpal, Ayush Pareek





Research Talk: Hierarchical Finite State Controllers for Generalized Planning

Published on Jan 08, 2017 - Public link - IJCAI 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Binit Kumar

Team: Binit Kumar, Ayush Pareek, Zafarali Ahmed, Siddharth Raja, Niresh Jain, Tzu Kit Chan, Ahmed Bekhit, and many others.

Audio Team: Zafarali Ahmed, Siddharth Raja





Research Talk: Deep Residual Learning for Image Recognition

Published on Jan 08, 2017 - Public link - CVPR 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Tejas Sarma, Ayush Singh

Team: Tejas Sarma, Ayush Singh, Srishti Sharma, Ayush Pareek, Aditya Sista, Prachi Manchanda, Aseem Saxena, Kewal Shah, Dhruv Ramani and many others.

Audio Team: Srishti Sharma, Ayush Pareek





Research Talk: FRAUDAR: Bounding Graph Fraud in the Face of Camouflage

Published on Jan 08, 2017 - Public link - KDD 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Afelio Padilla, Naveena Benjamin, Swapneel Mehta, Raviteja Chunduru

Team: Afelio Padilla, Naveena Benjamin, Swapneel Mehta, Ayush Pareek, Aseem Saxena, Yeison Vagas, Priya Arora, Raviteja Chunduru, Sukanya Mandal, and many others.

Audio Team: Naveena Benjamin, Ayush Pareek





Research Talk: Beyond Ranking: Optimizing Whole-Page Presentation

Published on Jan 08, 2017 - Public link - WSDM 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Ayush Pareek, Venkata Karthik Gullapalli, Shivank Awasthi

Team: Ayush Pareek, Venkata Karthik Gullapalli, Taoxi (Tessa) Li, Niresh Jain, Shivank Awasthi, Bofin Babu, Juhi Parekh, and many others.

Audio Team: Taoxi (Tessa) Li, Ayush Pareek





Research Talk: Haptic Wave: A Cross-Modal Interface for Visually Impaired Audio Producers

Published on Jan 08, 2017 - Public link - CHI 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Niresh Jain, Akshat Mishra

Team: Niresh Jain, Akshat Mishra, Angela Pang, Taoxi (Tessa) Li, Ayush Pareek, Dinuka De Silva, Elroy Terzol, Hide Shidara, Mukunda Madhava Nath, Amrit Singh, Kewal Shah, and many others.

Audio Team: Angela Pang, Taoxi (Tessa) Li





Research Talk: Community-based Data Validation Practices in Citizen Science

Published on Jan 08, 2017 - Public link - CSCW 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Florin Cioloboc

Team: Florin Cioloboc, Taoxi (Tessa) Li, Ayush Pareek, Anshu Aviral, Matthew Cox, Shubham Tomar, Yogesh Kulkarni, and many others.

Audio Team: Taoxi (Tessa) Li, Ayush Pareek





Research Talk: Tightly CCA-Secure Encryption Without Pairings

Published on Jan 08, 2017 - Public link - EuroCrypt 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Sarthak Munshi

Team: Sarthak Munshi, Nishant Kumar, Ayush Pareek, and many others.

Audio Team: Sarthak Munshi, Nishant Kumar





Research Talk: Asserting Reliable Convergence for Configuration Management Scripts

Published on Jan 08, 2017 - Public link - OOPSLA 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Srishti Sharma

Team: Srishti Sharma, Ayush Pareek, Siddharth Dungarwal, Ankit Aggarwal, and many others.

Audio Team: Ayush Pareek, Siddharth Dungarwal





Research Talk: Bidirectional Search That Is Guaranteed to Meet in the Middle

Published on March 12, 2017 - Public link - AAAI 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Suvarna Saumya, Anshu Aviral, Gargi Sharma

Team: Suvarna Saumya, Anshu Aviral, Gargi Sharma, Mashrin Srivastava, Harsh Vardhan, Sid Natham, Aman Achpal, Tanveet Singh, Kevin Le and many others.

Audio By: Tanveet Singh





Research Talk: From Non-Negative to General Operator Cost Partitioning

Published on March 12, 2017 - Public link - AAAI 2015 (best paper)

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Directly Responsible Individuals (DRI) Team: Shweta Singh, Ayush Sharma, Vineet Kumar

Team: Shweta Singh, Ayush Sharma, Vineet Kumar, Sarnath Kannan, Nishant Dhanendra, Yuno Cheng and many others.

Audio By: Sarnath Kannan





Research Talk: Compressed Linear Algebra for Large-Scale Machine Learning

Published on March 12, 2017 - Public link - VLDB 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Nishant Kumar, T K Sourabh, Nehul Yadav

Team: Nishant Kumar, T K Sourabh, Nehul Yadav, Kevin Le, Rai Pramodh, Bofin Babu, Ayush Pareek, Edwin Wan and many others.

Audio By: Nishant Kumar





Research Talk: Rovables: Miniature On-Body Robots as Wearables

Published on March 12, 2017 - Public link - UIST 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Hardik Surana, Rashmi Nagpal, Mukunda Madhava Nath

Team: Hardik Surana, Rashmi Nagpal, Mukunda Madhava Nath, Varun Gambhir, Soumya Jindal, Kevin Le, Aseem Saxena and many others.

Audio By: Rashmi Nagpal





Research Talk: Social Media Participation in an Activist Movement for Racial Equality

Published on March 12, 2017 - Public link - ICWSM 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Debarati Das, Srishti Sharma, Umair Muhammad

Team: Debarati Das, Srishti Sharma, Umair Muhammad, Mehul Prajapati, Rana Khalil, Ayush Pareek and many others.

Audio By: Debarati Das





Research Talk: ‘Connected Learning’ and the Equity Agenda: A Microsociology of Minecraft Play

Published on March 12, 2017 - Public link - CSCW 2017 (best paper)

Directly Responsible Individuals (DRI) Team: Aditya Chatterjee, Shiven Mian, Ethan Chiu

Team: Aditya Chatterjee, Shiven Mian, Ethan Chiu, Hasan Ahmad, Sajarin Dider, Ruchika Salwan, Annu Joshi, Cuong Nguyen and many others.

Audio By: Shiven Mian





Research Talk: Designing movement-based play with young people using powered wheelchairs

Published on March 12, 2017 - Public link - CHI 2016 (best paper)

Check out this talk in ALL Hindi

Directly Responsible Individuals (DRI) Team: Ayush Pareek, Shreyasvi Natraj

Team: Ayush Pareek, Shreyasvi Natraj, Naveena Benjamin, Sai Gautham Thoppa, Abhinav Jangda, Briana Berger, Angela Pang and many others.

Audio By: Naveena Benjamin





Research Talk: Dueling network architectures for deep reinforcement learning

Published on March 12, 2017 - Public link - ICML 2016 (best paper)

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Directly Responsible Individuals (DRI) Team: Naveena Benjamin, Afelio Padilla, Tejas Sarma

Team: Naveena Benjamin, Afelio Padilla, Tejas Sarma, Niko Yasui, Aditya Sista, Gokul Krishnan Santhanam, Vinay Chandragiri, Ayush Pareek and many others.

Audio By: Naveena Benjamin





Research Talk: Pixel Recurrent Neural Networks

Published on March 12, 2017 - Public link - ICML 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Rahul Ahuja, Kewal Shah, Swapneel Mehta

Team: Rahul Ahuja, Kewal Shah, Swapneel Mehta, Vinay Chandragiri, Tejaswi Kasarla, Zafarali Ahmed, Godfred Asamoah, Shiven Mian, Dhruv Ramani and many others.

Audio By: Vinay Chandragiri





Research Talk: Understanding Information Need: an fMRI Study

Published on March 12, 2017 - Public link - SIGIR 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Venkata Karthik Gullapalli, Siddharth Dungarwal, Yuh Chian Ong

Team: Venkata Karthik Gullapalli, Siddharth Dungarwal, Yuh Chian Ong, Prakash Pimpale, Sahil Dua, Shiven Mian, Naveena Benjamin and many others.

Audio By: Sahil Dua





Research Talk: Real-Time 3D Reconstruction and 6-DoF Tracking with an Event Camera

Published on March 25, 2017 - Public link - ECCV 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Sourav Singh, Aseem Saxena, Prachi Manchanda

Team: Sourav Singh, Aseem Saxena, Prachi Manchanda, Briana Berger, Shivam Sardana, Rameshwar Bhaskaran, Geetam Chawla, and many others.

Audio By: Briana Berger





Research Talk: ANYmal - A Highly Mobile and Dynamic Quadrupedal Robot

Published on April 04, 2017 - Public link - IROS 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Mukunda Madhava Nath, Shweta Singh, Ayush Sharma

Team: Mukunda Madhava Nath, Shweta Singh, Ayush Sharma, Sarnath Kannan, Elorm Buertey, Vishal Gauba, Roli Khanna, Soumya Jindal, Oliver Atwal, and many others.

Audio By: Sarnath Kannan, Roli Khanna, Elorm Buertey

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: Bayesian Active Learning for Posterior Estimation

Published on April 04, 2017 - Public link - IJCAI 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Aseem Saxena, Sourav Singh

Team: Aseem Saxena, Sourav Singh, Briana Berger, Ahmed Nasser, Tanveet Singh, and many others.

Audio By: Briana Berger

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: Understanding deep learning requires rethinking generalization

Published on April 04, 2017 - Public link - ICLR 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Srishti Sharma, Venkata Karthik Gullapalli, Shashi Gharti

Team: Srishti Sharma, Venkata Karthik Gullapalli, Shashi Gharti, Sarnath Kannan, Vedhas Patkar and many others.

Audio By: Srishti Sharma

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: Ensuring Rapid Mixing and Low Bias for Asynchronous Gibbs Sampling

Published on April 04, 2017 - Public link - ICML 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Afelio Padilla, Anurag Singh, Luv Aggarwal

Team: Padilla, Anurag Singh, Luv Aggarwal, Tejas Sarma, and many others. Afelio

Audio By: Luv Aggarwal

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: Learning to Compose Neural Networks for Question Answering

Published on April 04, 2017 - Public link - NAACl-HLT 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Anshu Aviral, Suvarna Saumya, Mashrin Srivastava

Team: Anshu Aviral, Suvarna Saumya, Mashrin Srivastava, Tushar Soni, Jerry Liu, Aman Achpal, Aditya Srivastava, Kewal Shah, Somyaa Aggarwal, Catherine Lee, Dhruv Ramani, Roli Khanna, Gargi Sharma and many others.

Audio By: Jerry Liu

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: Efficient Algorithms for Public-Private Social Networks

Published on April 04, 2017 - Public link - KDD 2015 (best paper)

Directly Responsible Individuals (DRI) Team: Rahul Ahuja, Aditya Gupta, Austin Gomez

Team: Rahul Ahuja, Aditya Gupta, Austin Gomez, Siddharth Dungarwal, Annu Joshi, Patrick Wong, Priya Arora, Ruchika Salwan, and many others.

Audio By: Bhargav Yadavalli, Rahul Ahuja

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: DeepEar: Robust Smartphone Audio Sensing in Unconstrained Acoustic Environments using Deep Learning

Published on April 04, 2017 - Public link - UBICOMP 2015 (best paper)

Directly Responsible Individuals (DRI) Team: Shubham Jain, Aditya Narayan, Manav Bharambe, Myra Cheng

Team: Shubham Jain, Aditya Narayan, Manav Bharambe, Myra Cheng, Bhargav Yadavalli, Vineet Kumar, Amanda Chiu, and many others.

Audio By: Myra Cheng

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: Finding Email in a Multi-Account, Multi-Device World

Published on April 04, 2017 - Public link - CHI 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Aditya Chaterjee, Nilan Saha

Team: Aditya Chaterjee, Nilan Saha, Catherine Lee, Keshav Kumar, Soumya Jindal, Anadita Bindra, Chloe C, Satheesh Kumar, Mangesh Joshi, Mesut Kescu, Sara Du, Sohel Mahmud, Umair Muhammad, Akshat Mishra, Mukunda Madhava Nath, and many others.

Audio By: Catherine Lee

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: The Effect of Visual Appearance on the Performance of Continuous Sliders and Visual Analogue Scales

Published on April 04, 2017 - Public link - CHI 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Grace Kang, Audrey Ho

Team: Grace Kang, Audrey Ho, Akshara Anand, Venkata Karthik Gullapalli, Divya Nagaraj, Mukunda Madhava Nath and many others.

Audio By: Ethan Nevidomsky

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: Zooids: Building Blocks for Swarm User Interfaces

Published on April 04, 2017 - Public link - UIST 2016 (best paper)

Directly Responsible Individuals (DRI) Team: Harsh Vardhan, Punit Vara, Katie Mishra

Team: Harsh Vardhan, Punit Vara, Katie Mishra, Suvendu Kumar Dash, and many others.

Audio By: Katie Mishra

Super-DRIs: Afelio Padilla, Anshu Aviral





Research Talk: VizWiz: nearly real-time answers to visual questions

Published on Sept 06, 2016 - ACM link - Public link - UIST 2010 Best Paper Award

Paper info: Jeffrey P. Bigham, at. al. 2010. VizWiz: nearly real-time answers to visual questions. In Proceedings of the 23nd annual ACM symposium on User interface software and technology (UIST '10).

Directly Responsible Individuals (DRI) Team: Afelio Padilla, Ashrith Sheshan, Dilrukshi Gamage, Tejas Sarma

Team: Aayush Arora, Afelio Padilla, Akanksha Gupta, Akshat Mishra, Ashrith Sheshan, Dilrukshi Gamage, Kewal Shah, Lenny Khazan, Manoj Balaji, Rohan Kapur, Samarth Sandeep, Sekandar Matin, Shreyas Krishnan Shrikanth, Shweta Oak, Sukanya Mandal, Tannishk Sharma, Tejas Sarma, Tzu Kit Chan, Venkata Karthik Gullapalli

Audio Team: Akshat Mishra, Lenny Khazan, Rohan Kapur




* = # of "thank you" represents the number of acknowledgement each person received from another. Though not completely representative of one's effort, it gives a general idea of everyone's contribution level.