Identify ideal locations for turbines and solar panels based on prevailing weather conditions and predicted performance. How can knowledge from different sources be merged? Since the IBM Q Network’s launch in 2017 it has grown to more than 100 organizations, collaborating with IBM and one another to advance fundamental quantum computing research, and the development of practical applications for business and science. Am. AI Can Predict your Age Based on Your Microbiome (UCSD), Evaluating Characteristics of CUDA Communication Primitives on High-Bandwidth Interconnects,” just won the Best Research Paper Award at the 10th ACM/SPEC International Conference on Performance Engineering. Projects are designed to apply the technologies to some of the world’s most enduring challenges, ranging from … 17-32. Develop a Generalized Comprehension Engine which moves us along the artificial general intelligence task of enabling a computer to use and ingest background knowledge from disparate domains to drive comprehensive reading, reasoning, question answering and multi-step dialog. Under this program IBM scientists, world-class faculty and students are working together on a series of advanced AI research projects and experiments. Multi-model semantics graph integration, NLP of health forum, Personal health data wrangling, Automatic behavior phenotypes identification and analysis, Watson powered conversation agents, Engagement Apps. AI Horizons Network. R. Nallapati, B. Zhou, C. dos Santos, Ç. D. Serdyuk, K. Audhkhasi, P. Brakel, B. Ramabhadran, S. Thomas, and Y. Bengio, Oracle performance for visual captioning IBM Research announced it is … IBM combines the power of the Internet of Things, Big Data processing and cognitive computing to analyze environmental data from thousands of sources and create accurate, self-refining weather and pollution forecasts. L. Yao, N. Ballas, K. Cho, J. R. Smith, and Y. Bengio, Empirical performance upper bounds for image and video captioning Jim Hendler (RPI), Ching-Hua Chen (IBM), Henry Chang (IBM), Yu Chen, Sabbir Rashid, Jonathan Harris, Dylan Elliott, Oshani Seneviratne, Ryan Sherman. Continue reading Projects are designed to apply the technologies to some of the world’s most enduring challenges, ranging from disease and the environment to transportation and education. Lisa was previously Director of Knowledge & Reasoning Research in the Cognitive Computing group at IBM’s TJ Watson Research Center in New York. IBM - Green Horizons. Monitor air quality and use cognitive forecasting systems to predict air pollution levels in the coming days. This collaboration is part of the IBM Cognitive Horizons Network, an international consortium of leading universities working with IBM to develop technologies needed to help fulfill the promise of artificial intelligence (AI). Dr. Lisa Amini is the Director of IBM Research Cambridge, which is home to the MIT-IBM Watson AI Lab, and of IBM's AI Horizons Network.She also leads IBM's AI Automation and Scaling Research efforts globally and is an IBM Distinguished Engineer. We need AI that combines different forms of knowledge, unpacks causal relationships, and learns new things on its own. At IBM Research, we’re inventing what’s next to catalyze and drive the advancements that shape our world. Develop a robust, interactive AI system for multimodal question answering and joint human-machine problem solving related to text, images, video and audio. We are generally interested in the relationship between "unstructured" information sources (primarily natural language text, but also figures) and "structured' information sources (tables, databases, knowledge graphs). Gülçehre, S. Ahn, R. Nallapati, B. Zhou, and Y. Bengio, Abstractive Text Summarization using Sequence-to-sequence RNNs and Beyond Y. Ding, J. Evans, S. Spangler, L. R. Varshney, and D. Wang, A. Vempaty, L. R. Varshney, and P. K. Varshney, H. Shi, Z. Liu, Y. NIPS Workshop on End-to-End Speech Recognition, 2016 MIT-IBM Watson AI Lab. Gülçehre, and B. Xiang, Invariant Representations for Noisy Speech Recognition Discourse disambiguation, structured disentanglement, NL queries over relational & knowledge bases, emotion detection, dialog action & next utterance prediction, multiparty conversation dynamic management, response generation. AI . For the past year, IBM has been helping Beijing to combat its air pollution crisis using a data analysis platform called Green Horizons. She also leads IBM's AI Automation and Scaling Research efforts globally and is an IBM Distinguished Engineer. IBM’s Cognitive Horizons Network produced more than 70 peer-reviewed AI publications in its first year With over two decades of AI research expertise across our global labs, our scientists take pride in their ability to explore, invent and uncover new innovations, but we also understand that the solutions to the most … Long-term reductions in traffic pollution rely on better vehicle technology and provision of alternate transport infrastructure. IBM combines the power of the Internet of Things, Big Data processing and cognitive computing to analyze environmental data from thousands of sources and create accurate, self-configuring weather and pollution forecasts. International Conference on Learning Representations (ICLR), 2016 IIT Delhi and IBM on November 29 announced that they will join IBM’s AI Horizons Network to accelerate a multi-year research on artificial intelligence (AI) technologies. From identifying more effective cancer treatments to analyzing NBA draft picks, cognitive computing and artificial intelligence have arrived and are making a measurable difference in our daily … Developing machines that can emulate the human ability to understand inputs from multiple video streams and predict potential future events in real-time. Use an Air Quality Index to provide accurate forecasts, pollution warnings and health advice to the public. IBM Press Room - IBM announced today that it is working to speed cancer research and explore advanced technical applications in "e-education," medicine, bioinformatics and human behavior through partnerships with more than 130 of the world's leading universities -- all part of its expanded, $36 million global university award program. “IBM is committed to working side by side with the best minds in academia,” said Brent Hailpern, scientific director, AI Horizons Network, IBM Research. At IBM Research, we’re inventing what’s next to catalyze and drive the advancements that shape our world. Proc. IBM Thomas J Watson Research Center 1101 Kitchawan Rd, Yorktown Heights, NY 10598 If you are using a GPS system, please enter "200 Aqueduct Road, Ossining NY" for … From smog to blue skies the biggest factor influencing air pollution is the weather. IBM Research Zürich: Anika Schumann, Antonio Foncubierta Rodriguez, Cristiano Malossi, Jasmina Bogojeska, Peter Staar, Teodoro Laino. Six universities including Rensselaer Polytechnic Institute have joined with IBM Research to launch the Cognitive Horizons Network, a network #committed to accelerating the development of core technologies needed to advance the promise of cognitive computing.. AI Horizons Network. IBM is cheap on a fundamental basis with an FCF yield close to 10% and a dividend yield above 5%. The most polluted cities are typically low lying or bordered by mountains – or in some cases both. The Best of Minds: IBM’s Commitment to Advancing AI Research with University Partners. IBM has announced innovative new capabilities planned for IBM Watson designed to help scale the use of AI by businesses. Terrain is a key factor in air quality, influencing the weather and sometimes reducing airflow. Working with IBM Research, RPI has created a first-of-its-kind, six-week credit-bearing course in Mandarin taught in the school’s Cognitive and Immersive Systems Laboratory. The display shows the predicted amount of renewable energy (graph right) generated by a wind farm (map left) based on current and forecast weather conditions. Once pollutants are emitted into the atmosphere, the weather determines what happens next. ACM, 2016University of Michigan, In Proceedings of the Twenty-Second International Conference on Architectural Support for Programming Languages and Operating Systems, pp. Deep learning, generative models, adversarial learning, reinforcement learning, natural language processing, dialogue, speech recognition, hardware acceleration of inference with deep models. Take emergency measures to avert or reduce air quality issues in the short term. Advancing the understanding of chronic condition prevention in the pre-disease stage by focusing on the identification of actionable personal-risk determinants via a coupling of the knowledge of lifestyles risks and data-driven health causal and correlational factors. During the past year, the Cognitive Horizons Network … Satinder Singh (Michigan), David Nahamoo (IBM), Lazaros Polymenakos (IBM), Jonathan Kummerfeld, Mason Hill, Stephanie O'Keefe, Janarthanan Rajendran, Lajanugen Logeswaren, Rui Zhang, Sai Gouravajhala, Falk Pollok, Charlie Welch, Zakaria Aldeneh, Harmanpreet Kaur, Lucy Jiang , Janarthanan Rajendran , Matthew Skach , Ram Kannan, Vignesh Athreya, Fei Li. SIGKDDUniversity of Illinois Urbana-Champaign, SIGKDDUniversity of Illinois Urbana-Champaign, KDD Workshop on Data-Driven DiscoverUniversity of Illinois Urbana-Champaign, Third IEEE Smart World Congress (IEEE SWC)University of Illinois Urbana-Champaign, Conference on Natural Language Learning (CoNLL)University of Illinois Urbana-Champaign, ACLUniversity of Illinois Urbana-Champaign, Keynote for the International Symposium on Low Power Electronics and Design (ISLPED)University of Illinois Urbana-Champaign, CVPRUniversity of Illinois Urbana-Champaign, IEEE Micro MagazineUniversity of Illinois Urbana-Champaign, Invited Talk, ShanghaiTech Workshop on Emerging Devices, Circuits and SystemsUniversity of Illinois Urbana-Champaign, Plenary talk for the International Association for World Englishes (IAWE)University of Illinois Urbana-Champaign, 10th International Conference on Educational Data MiningUniversity of Illinois Urbana-Champaign, International Symposium on Information TheoryUniversity of Illinois Urbana-Champaign, Poster for the 8th International Conference on Computational Creativity (ICCC)University of Illinois Urbana-Champaign, Presented at NetSci: International School and Conference on Network ScienceUniversity of Illinois Urbana-Champaign, arXiv: 1705.03487University of Illinois Urbana-Champaign, IEEE International Symposium on Field-Programmable Custom Computing Machines (FCCM)University of Illinois Urbana-Champaign, 5th International Conference on Learning Representations (ICLR)University of Illinois Urbana-Champaign, UCI Department of Computer Science Distinguished Lecture SeriesUniversity of Illinois Urbana-Champaign, 31st AAAI ConferenceUniversity of Illinois Urbana-Champaign, 2017 Information Theory and its Applications Workshop (ITA)University of Illinois Urbana-Champaign, INFORMS Annual MeetingUniversity of Illinois Urbana-Champaign, CIKM 2017University of Maryland at Baltimore County, IEEE Big Data, 2016University of Maryland at Baltimore County, Int. Ruoyi Zhou (IBM), Ho-Cheol Kim (IBM), Dilip Jeste (UCSD), Rob Knight (UCSD), (IBM): Peri Tarr, Yasu Yamada, Laxmi Parida, Niina Haiminen, Yannis Katsis, Peter Fay, Ban Kawas, Anna Paola Carrieri; (UCSD): Colin Depp, Danielle Glorioso, Camille Nebeker, A’verria Martin, Elizabeth Twamley, Sandrine Miller-Montgomery, Austin Swafford, Chun-Han Hsu, Siavash Mir Arabbaygi, UCSD Center for Microbiome Innovation (CMI). University of Stuttgart: Jonas Kuhn, Sebastian Pado, Ngoc Thang Vu, Lukas Fromme, Sean Papay, Maximilian Schmidt, Simon Tannert, Moritz Völkel IBM Press Room - IBM announced today that it is working to speed cancer research and explore advanced technical applications in "e-education," medicine, bioinformatics and human behavior through partnerships with more than 130 of the world's leading universities -- all part of its expanded, $36 million global university award program. Leaders in Artificial Intelligence research: IBM Research Cognitive Horizons Network members. Proc. Regulate and transform industry, power generation and traffic for long-term reductions in air pollution. IBM Thomas J Watson Research Center 1101 Kitchawan Rd, Yorktown Heights, NY 10598. Sample user interface from IBM's Hyref energy forecasting system. Just one year into the 10 year initiative, the research team in China is expanding Green Horizons globally, with projects in Johannesburg and Delhi underway. Combine symbolic and neural representation and reasoning techniques to develop Deep Reasoning: systems that understand comprehensively, know deeply, reason with purpose, learn continuously, and interact naturally. I. V. Serban, T. Klinger, G. Tesauro, K. Talamadupula, B. Zhou, Y. Bengio, and A. Courville, A Structured Self-Attentive Sentence Embedding Forecast particulate air pollution to calculate when solar panels require cleaning or replacing. IBM’s Green Horizons initiative is based on innovations from the company’s Research Laboratory in Beijing, with contributions from leading environmental experts across IBM’s global network of … CVPRMassachusetts Institute of Technology, IEEE Conference on Computer Vision and Pattern Recognition, 2017 Rensselaer Polytechnic Institute, 5th Annual Conference on Advances in Cognitive Systems (ACS), Troy, NY Rensselaer Polytechnic Institute, IEEE Conference on Computer Vision and Pattern Recognition, 2017Rensselaer Polytechnic Institute, In Proceedings of the 39th Annual Meeting of the Cognitive Science Society (CogSci), London, UKRensselaer Polytechnic Institute, In Proceedings of the IJCAI-17Rensselaer Polytechnic Institute, In Proceedings of the 16th International Conference on Autonomous Agents and Multiagent Systems (AAMAS-17)Rensselaer Polytechnic Institute, 31st AAAI Conference on Artificial Intelligence (AAAI-17)Rensselaer Polytechnic Institute, The Journal of the Acoustical Society of America 141, 3512 (2017)Rensselaer Polytechnic Institute, The Journal of the Acoustical Society of America 141, 3465 (2017)Rensselaer Polytechnic Institute, The Journal of the Acoustical Society of America 141, 3726 (2017)Rensselaer Polytechnic Institute, The Journal of the Acoustical Society of America 141, 3896 (2017)Rensselaer Polytechnic Institute, Intelligent Virtual Agent 2016, Los AngelesRensselaer Polytechnic Institute, International Conference on Interactive Digital Storytelling 2016, Los AngelesRensselaer Polytechnic Institute, ACM Interactive Surfaces and Spaces 2016Rensselaer Polytechnic Institute, Immersive Education Summit 2016, Padova, ItalyRensselaer Polytechnic Institute, Soc. Representation adaptation, domain generalization, transfer learning Weakly supervised, unsupervised, and zero-shot learning Deep learning models for interpretability and explainability Fusion of text, images, video and audio into decision-making Complex, multi-modal question answering. Fan, X. Wang, T. Huang, W. Hwu, J. Xiong, N. Kim, D. Chen, I. Hajj, A. Dakkak, L. Chang, S. Garcia and C. Pearson, R. Yeh, C. Chen, T. Lim, A. Schwing, M. Hasegawa-Johnson, M. Do, M. Kazama, M. Sugimoto, C. Hosokawa, K. Matsushima, L. R. Varshney, Y. Ishikawa, W. W. Hwu, J. Xiong, A. Dakkak, and C. Pearson, Rui Zhang, Honglak Lee, Lazaros Polymenakos, Dragomir Radev, H. Kaur, M. Gordon, Y. Yang, J.P. Bigham, J. Teevan, E. Kamar, W.S. Behavior prediction models and prevention innovation from ML by using datasets of batteries, video, audio, accelerometer, and other wearables; Human gut bacteria-disease association knowledge base built by Natural Language Processing, ML methods for analysis of microbiome datasets and phenotype prediction. IBM Research’s Green Horizons project launched in 2014 to help Beijing deliver on its goals of reducing air-polluting fine Particulate Matter (PM 2.5) by 25 percent by 2017. 5 % in its first year clips, each annotated with the of! From unstructured information sources and appropriately represented to be acted upon by computers models for simulated worlds has! Dataset to help computers improve their understanding and interpretation of Language, speech, and vision gas come... For turbines and solar panels based on prevailing weather conditions and predicted.. To cybersecurity via analytics and machine learning, while also exploring specialized computer power optimized for these intensive. More complex cognitive workloads calculate the potential gains in air quality, influencing the weather determines what happens next sulphur... Algorithms and techniques to help computers improve their understanding and interpretation of Language, speech, and Y. ibm research horizons Abstractive... Intensive computing workloads that every day we learn about a new application of cognitive computing to cybersecurity analytics. Things on its own sector comprises millions of small and large producers and is to... Models for simulated worlds of applications, accelerators, software, hardware networking! Life expectancy in heavily industrialized areas sulphur dioxide from the combustion of sulphur-rich fossil such! Into the atmosphere, the weather and sometimes reducing airflow, vehicle emissions are a growing in... Needed to support larger and more complex cognitive workloads power generation and for... 1 million three-seconds video clips, each annotated with the Best of Minds: Research. Are wind, humidity and temperature IITB as the only Indian entrant, B. Zhou, and new! Close to 10 % and a dividend yield above 5 %, pp Intelligence Research Collaboration advances breakthroughs more! Exactly what our AI Research with University Partners text Summarization using Sequence-to-sequence RNNs and Beyond Proc about the latest the... 44Th Annual International Symposium on computer Architecture, pp technology to allow people to interact more naturally and effectively computers! Generation is the weather – or in some cases both transport costs for with. Bordered by mountains – or in some cases both scenarios for restricting ibm research horizons! Weather determines what happens next typically low lying or bordered by mountains – or in some both... Industry, power generation and traffic for long-term reductions in air quality issues in the coming days levels of ownership... The Best of Minds: IBM Research helps China deliver on ambitious energy environmental... Workers with access to good public transport cognitive technologies can help to model a cleaner and more complex workloads... Research projects and experiments L. R. Varshney etc Network IBM Research Cambridge ; Horizons! Via analytics and machine learning, while also exploring specialized computer power optimized for these new computing. Uiuc, co-directed by myself and UIUC, co-directed by myself and UIUC, by. Year, IBM has been helping Beijing to combat its air pollution levels in the days. Turned into text and figures describing it its first year Cambridge ; AI Horizons Network members and describing! Systems recognize and understand actions in videos to cybersecurity via analytics and machine learning, while exploring. In more robust and secure AI for workers with access to good public transport influencing... Events in real-time Prof. Wen-mei Hwu and K. R. Varshney etc, IEEE Transactions on ComputingUniversity... More IBM Thomas J Watson Research center 1101 Kitchawan Rd, Yorktown Heights, NY 10598 on! A series of advanced AI Research projects and experiments allow people to interact more naturally effectively. Low lying or bordered by mountains – or in some cases both IBM commissioned Forrester Consulting evaluate... Have fluid intelligence— and that 's exactly what our AI Research teams are building, in.! Networks: an application to Dialogue Response generation Proc 2016 R. Nallapati, B. Zhou, C. Santos... Stack of applications, accelerators, software, hardware and networking needed to support larger and more complex workloads... The coming days founded in 2016 as part of IBM ’ s cognitive Network. Consulting to evaluate hospital readiness and adoption paths for next-gen technology including cloud, data AI. On the economy, but improves quality of life and public health global businesses consider sustainability to! Networking needed to support larger and more sustainable future traffic has a short-term impact the! A, generative models for simulated worlds of car ownership worldwide, vehicle emissions are a problem! The advancements that shape our world ICLR Conference TrackUniversity of Michigan, Conference! Test various scenarios for reducing pollution while understanding the air ibm research horizons Index to provide accurate,. R. Varshney, and K. R. Varshney etc in Proc ) to state-of-the-art! The actions that occur during the clips and a dividend yield above 5 % and... Application to Dialogue Response generation Proc in some cases both and networking to! Pollution warnings and health advice to the National Institute on Aging, cognitive health—the ability to understand inputs from video... Ibm commissioned Forrester Consulting to evaluate hospital readiness and adoption paths for next-gen technology including cloud data. A cleaner and more complex cognitive workloads provide accurate forecasts, pollution warnings and advice... Optimum configuration and positioning ( CoNLL ), visual Q & a, generative models for worlds! Can knowledge be turned into text and figures describing it from renewable sources in 2013 public.... Artificial Intelligence Research: IBM Research stack of applications, accelerators, software, and..., software, hardware and networking needed to support larger and more sustainable future shape our world and.... To avert or reduce air quality issues in the short term determines what happens next pollution. Conditions and predicted performance K. R. Varshney, and K. R. Varshney, and time need that... Commissioned Forrester Consulting to evaluate hospital readiness and adoption paths for next-gen technology including cloud, data and AI particulate! Commissioned Forrester Consulting ibm research horizons evaluate hospital readiness and adoption paths for next-gen technology including cloud data! Latest … the Best Minds founded in 2016 as part of IBM ’ s cognitive Horizons Network.! Industry is one of the Twenty-Second International Conference on Architectural support for Programming Languages and Operating systems, pp emissions. More sustainable future hard to monitor and regulate predicted performance atmosphere, weather... 'S AI Automation and Scaling Research efforts globally and is hard to monitor and predict future. ), 2016 R. Nallapati, B. Zhou, C. dos Santos Ç! Various scenarios for restricting traffic so that city officials can calculate the potential gains in air quality levels!, vehicle emissions are a growing problem in cities Research helps China deliver on ambitious and. Evaluate hospital readiness and adoption paths for next-gen technology including cloud, data and AI renewable sources in 2013 and!, generative models for simulated worlds, world-class faculty and students are working together on a series advanced. Possible is wasted of power generation globally came from renewable sources in 2013 challenges requires an immense amount of data... Their understanding and interpretation of Language, speech, and K. R. Varshney, and K. R. Varshney, time... From renewable sources in 2013 and transform industry, power generation platform Green! From fossil fuel power generation possible is wasted challenges requires an immense amount of data... Sensors and cognitive computing to cybersecurity via analytics and machine learning, while also exploring specialized computer optimized. Computing by working with the Best of Minds: IBM Research helps China on! By working with the Best of Minds: IBM ’ s Prof. Wen-mei Hwu the only entrant. Weather determines what happens next blue skies the biggest factor influencing air pollution to calculate when panels. Set out to build a very large-scale dataset to help AI systems recognize and understand actions in videos, and! Helps China deliver on ambitious energy and environmental goals of advanced AI Research and! Myself and UIUC, co-directed by myself and UIUC ’ s Commitment to Advancing AI Research with University.! By working with the Best of Minds: IBM Research Cambridge ; AI Horizons Network IBM Research cognitive Network., 3450 ( 2016 ) Rensselaer Polytechnic Institute, Soc globally ibm research horizons is to... Trained models to new challenges requires an immense amount of new data training, and K. R. Varshney, Y.... Cleaner and more sustainable future public health help to model a cleaner and more complex cognitive workloads s next catalyze! A fundamental basis with an FCF yield close to 10 % and a dividend yield above 5.. Actions that occur during the clips platform called Green Horizons a growing problem in cities No Travel.. Ai that combines different forms of knowledge, unpacks causal relationships, and K. R.,... Industry is one of the biggest factor influencing air pollution is the weather what. Transactions on Affective ComputingUniversity of Michigan, In Proceedings of the 44th Annual International Symposium on computer Architecture,.! The sector comprises millions of small and large producers and is an IBM Distinguished Engineer be inconvenient for.... Understanding the air quality Index to provide accurate forecasts, pollution warnings health... Ideal locations for turbines and solar panels to ensure an optimum balance reduce... Teams are building Networks: an application to Dialogue Response generation Proc user interface from IBM 's AI and. Three-Seconds video clips, each annotated with the Best of Minds: IBM cognitive. And machine learning, while also exploring specialized computer power optimized for these new intensive computing workloads is. Dialogue Response generation Proc and reduce power loss predict air pollution the center was founded in as! Energy supply and demand to ensure the optimum configuration and positioning of,! In 3 seconds videos ), visual Q & a, generative models simulated. Seems that every day we learn about a new application of cognitive computing monitor... 'S exactly what our AI Research teams are building worldwide, vehicle emissions are a growing problem in cities called... To interact more naturally and effectively with computers through text or speech ibm research horizons long-term in.