By Harvard John A. Paulson School of Engineering and Applied SciencesNovember 28, 2021
Lily Xu. Credit: Eliza Grinnell/Harvard SEAS
Lily Xu knew from a young age how much the environment and conservation mattered to her.
By 9 years old, shed already decided to eat vegetarian because, as she put it, I didnt want to hurt animals.
Xu grew up believing her passions would always be separate from her professional interest in computer science. Then she became a graduate student in Milind Tambes Teamcore Lab, and everything changed.
Xu is now doing award-winning research into using machine learning and artificial intelligence to help conservation and anti-poaching efforts around the world. Her recent paper, Learning, Optimization, and Planning Under Uncertainty for Wildlife Conservation, won the 2021 INFORMS Doing Good with Good OR Student Paper Competition.
From our earliest conversations, it was crystal clear that Lily was very passionate about sustainability, conservation, and the environment, said Tambe, the Gordon McKay Professor of Computer Science at the Harvard John A. Paulson School of Engineering and Applied Sciences (SEAS). This was also the reason our wavelengths matched and I went out of my way to recruit her and ensure she joined my group.
In the Teamcore Lab, Xu helped develop Protection Assistant for Wildlife Security (PAWS), an artificial intelligence system that interfaces with a database used by park rangers to record observations of illegal poaching and predict which areas are likely to be poaching hotspots. The system makes it easier for rangers to choose the best locations to patrol.
Lily Xu poses at the entrance to Srepok Wildlife Sanctuary in Cambodia. Credit: Lily Xu
In 2019, Xu and the Teamcore Lab partnered with the Srepok Wildlife Sanctuary in Cambodia to test the efficacy of PAWS. At the time, the sanctuary only had 72 rangers to patrol an area slightly larger than the state of Rhode Island.
Our work with Cambodia was the most intensive collaboration with a park that weve had, said Xu. We had several months of meetings, and our interactions with them and the feedback they were giving us about the process really shaped the design of our algorithms.
Xu played a lead role in implementing field tests of the PAWS program. Through Tambe, Xu and her lab mates, Srepoks rangers greatly increased the number of poachers snares they removed throughout the sanctuary.
Lily has led and taken PAWS from a small research concept to a globally impactful research effort leading to removal of thousands of lethal animal snares, saving endangered wildlife globally, said Tambe. Lily has led a global effort that has made the PAWS software available worldwide to hundreds of national parks. This is true global impact, aiming to save endangered wildlife around the world.
Lily Xu patrols Srepok Wildlife Sanctuary in Cambodia. Credit: Lily Xu
Xu has always loved nature, but didnt get to experience much of it while growing up in the Maryland suburbs of Washington, D.C. Once she got to Dartmouth College as an undergraduate in 2014, she finally got to immerse herself in the outdoors.
I went hiking and camping for the first time as part of my freshman orientation trip, just absolutely fell in love with it, and then spent as much time as I could outdoors, she said. That made me even more attuned to how precious the natural environment is, and how much I care about doing my part to preserve it.
She eventually began to help organize Dartmouths first-year trip and took on leadership roles with the schools sophomore trip and canoe club. Xu didnt want to just experience nature, she wanted others to care about it too.
Thats continued at Harvard, where shes mentored four students since the summer of 2020, and been part of several mentorship teams.
I care a lot about mentorship in all capacities, whether thats bringing people out of their comfort zone, encouraging them to explore the outdoors and realize that this is a place for them, Xu said. The outdoors community is traditionally wealthy and traditionally white. Im neither of those things, and I really want to encourage other people and show them that this can be their space too. Similarly, from a computer science standpoint, this is a field that is traditionally male-dominated, and especially in AI research, its traditionally people in the western world.
Xu has published multiple award-winning publications through her work on PAWS. A paper presented at the 35th Association for the Advancement of Artificial Intelligence, Dual-Mandate Patrols: Multi-Armed Bandits for Green Security, was named a Best Paper Award Runner-Up as a top-six paper out of nearly 1,700 accepted papers, while another publication, Enhancing Poaching Predictions for Under-Resourced Wildlife Conservation Parks Using Remote Sensing Imagery, won the Best Lightning Paper Award at the Machine Learning for Development Workshop at the 34th Conference on Neural Information Processing Systems in 2020.
Xu is working to address those disparities as a member of Mechanism Design for Social Good (MD4SG), a multi-school, multi-disciplinary research initiative that organizes working groups and colloquium series to address the needs of underserved and marginalized communities all over the world. Xu joined MD4SG in 2020 as co-organizer for the groups environmental working group, and this past March became a co-organizer for the entire organization.
I thought, Oh this sounds like a phenomenal opportunity, because I dont really know of a strong community of computational researchers who are working in environmental challenges, and I would love to help foster a community, Xu said. Our working group, for example, has really been able to bring in people from all around the world.
Shes fantastic to work with in all of these areas, said Bryan Wilder, PhD 21, a former Teamcore lab member and member of the MD4SG leadership team. She has the combination of being incredibly engaged and energetic and really making things happen, while also just being a kind person to work with.
For Xu, research is about more than just publishing its all about building relationships and fostering community engagement.
We are researchers that are not just trying to get your data sets, publish a paper and then just walk away, said Xu. We are here for the long run. We are committed. We want to achieve conservation results as much as we want to achieve academic publication.
More here:
- AI File Extension - Open . AI Files - FileInfo [Last Updated On: June 14th, 2016] [Originally Added On: June 14th, 2016]
- Ai | Define Ai at Dictionary.com [Last Updated On: June 16th, 2016] [Originally Added On: June 16th, 2016]
- ai - Wiktionary [Last Updated On: June 22nd, 2016] [Originally Added On: June 22nd, 2016]
- Adobe Illustrator Artwork - Wikipedia, the free encyclopedia [Last Updated On: June 25th, 2016] [Originally Added On: June 25th, 2016]
- AI File - What is it and how do I open it? [Last Updated On: June 29th, 2016] [Originally Added On: June 29th, 2016]
- Ai - Definition and Meaning, Bible Dictionary [Last Updated On: July 25th, 2016] [Originally Added On: July 25th, 2016]
- ai - Dizionario italiano-inglese WordReference [Last Updated On: July 25th, 2016] [Originally Added On: July 25th, 2016]
- Bible Map: Ai [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Ai dictionary definition | ai defined - YourDictionary [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Ai (poet) - Wikipedia, the free encyclopedia [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- AI file extension - Open, view and convert .ai files [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- History of artificial intelligence - Wikipedia, the free ... [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Artificial intelligence (video games) - Wikipedia, the free ... [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- North Carolina Chapter of the Appraisal Institute [Last Updated On: September 8th, 2016] [Originally Added On: September 8th, 2016]
- Ai Weiwei - Wikipedia, the free encyclopedia [Last Updated On: September 11th, 2016] [Originally Added On: September 11th, 2016]
- Adobe Illustrator Artwork - Wikipedia [Last Updated On: November 17th, 2016] [Originally Added On: November 17th, 2016]
- 5 everyday products and services ripe for AI domination - VentureBeat [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Realdoll builds artificially intelligent sex robots with programmable personalities - Fox News [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- ZeroStack Launches AI Suite for Self-Driving Clouds - Yahoo Finance [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- AI and the Ghost in the Machine - Hackaday [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Why Google, Ideo, And IBM Are Betting On AI To Make Us Better Storytellers - Fast Company [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Roses are red, violets are blue. Thanks to this AI, someone'll fuck you. - The Next Web [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Wearable AI Detects Tone Of Conversation To Make It Navigable (And Nicer) For All - Forbes [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Who Leads On AI: The CIO Or The CDO? - Forbes [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- AI For Matching Images With Spoken Word Gets A Boost From MIT - Fast Company [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Teach undergrads ethics to ensure future AI is safe compsci boffins - The Register [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- AI is here to save your career, not destroy it - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- A Heroic AI Will Let You Spy on Your Lawmakers' Every Word - WIRED [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- With a $16M Series A, Chorus.ai listens to your sales calls to help your team close deals - TechCrunch [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Microsoft AI's next leap forward: Helping you play video games - CNET [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Samsung Galaxy S8's Bixby AI could beat Google Assistant on this front - CNET [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- 3 common jobs AI will augment or displace - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Stephen Hawking and Elon Musk endorse new AI code - Irish Times [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- SumUp co-founders are back with bookkeeping AI startup Zeitgold - TechCrunch [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Five Trends Business-Oriented AI Will Inspire - Forbes [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- AI Systems Are Learning to Communicate With Humans - Futurism [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Pinterest uses AI and your camera to recommend pins - Engadget [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Chinese Firms Racing to the Front of the AI Revolution - TOP500 News [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Real life CSI: Google's new AI system unscrambles pixelated faces - The Guardian [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- AI could transform the way governments deliver public services - The Guardian [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Amazon Is Humiliating Google & Apple In The AI Wars - Forbes [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- What's Still Missing From The AI Revolution - Co.Design (blog) [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Legaltech 2017: Announcements, AI, And The Future Of Law - Above the Law [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Can AI make Facebook more inclusive? - Christian Science Monitor [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- How a poker-playing AI could help prevent your next bout of the flu - ExtremeTech [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Dynatrace Drives Digital Innovation With AI Virtual Assistant - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- AI and the end of truth - VentureBeat [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Taser bought two computer vision AI companies - Engadget [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Google's DeepMind pits AI against AI to see if they fight or cooperate - The Verge [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- The Coming AI Wars - Huffington Post [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Is President Trump a model for AI? - CIO [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Who will have the AI edge? - Bulletin of the Atomic Scientists [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- How an AI took down four world-class poker pros - Engadget [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- We Need a Plan for When AI Becomes Smarter Than Us - Futurism [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- See how old Amazon's AI thinks you are - The Verge [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford to invest $1 billion in autonomous vehicle tech firm Argo AI - Reuters [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Zero One: Are You Ready for AI? - MSPmentor [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford bets $1B on Argo AI: Why Silicon Valley and Detroit are teaming up - Christian Science Monitor [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Google Test Of AI's Killer Instinct Shows We Should Be Very Careful - Gizmodo [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Google's New AI Has Learned to Become "Highly Aggressive" in Stressful Situations - ScienceAlert [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- An artificially intelligent pathologist bags India's biggest funding in healthcare AI - Tech in Asia [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford pledges $1bn for AI start-up - BBC News [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Dyson opens new Singapore tech center with focus on R&D in AI and software - TechCrunch [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How to Keep Your AI From Turning Into a Racist Monster - WIRED [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How Chinese Internet Giant Baidu Uses AI And Machine Learning - Forbes [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Humans engage AI in translation competition - The Stack [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Watch Drive.ai's self-driving car handle California city streets on a ... - TechCrunch [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Cryptographers Dismiss AI, Quantum Computing Threats - Threatpost [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Is AI making credit scores better, or more confusing? - American Banker [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI and Robotics Trends: Experts Predict - Datamation [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- IoT And AI: Improving Customer Satisfaction - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI's Factions Get Feisty. But Really, They're All on the Same Team - WIRED [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Elon Musk: Humans must become cyborgs to avoid AI domination - The Independent [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Facebook Push Into Video Allows Time To Catch Up On AI Applications - Investor's Business Daily [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Defining AI, Machine Learning, and Deep Learning - insideHPC [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI Predicts Autism From Infant Brain Scans - IEEE Spectrum [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- The Rise of AI Makes Emotional Intelligence More Important - Harvard Business Review [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Google's AI Learns Betrayal and "Aggressive" Actions Pay Off - Big Think [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI faces hype, skepticism at RSA cybersecurity show - PCWorld [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- New AI Can Write and Rewrite Its Own Code to Increase Its Intelligence - Futurism [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]