Research Papers
Deep experience in systems intelligence — autonomous agents, causal reasoning, reinforcement learning, large-scale personalization, and marketplace optimization.
Systems Intelligence & Autonomous Agents
Lifelong learning, multi-agent coordination, agent safety, and system ownership — the research foundations for compounding enterprise AI.
P. Trochim, S. Pan, V. Chandela
S. Pan, P. Trochim, V. Chandela, R. Mehrotra
S. Pan, R. Mehrotra
S. Pan, R. Mehrotra
S. Pan, X. Guan
S. Pan, S. Saket, R. Mehrotra
S. Saket, S. Dhar, R. Mehrotra
S. Saket, S. Dhar, R. Mehrotra
S. Saket, S. Dhar, R. Mehrotra
AI-Powered Engineering & Code Intelligence
Intelligent systems that understand codebases, retrieve context, and assist engineers with production-grade code recommendations.
H. Sagtani, R. Mehrotra, B. Liu
J. Hartman, H. Sagtani, J. Tibshirani, R. Mehrotra
Intelligent Decision Systems & Reinforcement Learning
Causal reasoning, model-based planning, and bandit optimization — algorithmic foundations for systems that learn from decisions and compound over time.
O. Jeunen, C. Gilligan-Lee, R. Mehrotra, M. Lalmas
A. Byravan, L. Hasenclever, P. Trochim, M. Mirza, A. Ialongo, Y. Tassa, J. Springenberg, A. Abdolmaleki, N. Heess, J. Merel, M. Riedmiller
R. Mehrotra, N. Xue, M. Lalmas
J. McInerney, B. Brost, P. Chandar, R. Mehrotra, B. Carterette
H. Sagtani, M. Jhawar, R. Mehrotra, O. Jeunen
P. Dragone, R. Mehrotra, M. Lalmas
J. McInerney, B. Lacker, S. Hansen, K. Higley, H. Bouchard, A. Gruson, R. Mehrotra
Y. Chervonyi, P. Dutta, P. Trochim, O. Voicu, C. Paduraru, C. Qian, E. Karagozler, J. Davis, R. Chippendale, G. Bajaj, S. Witherspoon, J. Luo
Large-Scale Personalization & Recommendation
Architecting ML systems at 100M+ user scale — embeddings, ranking, sequencing, and real-time serving across Spotify, ShareChat, and Seekho.
S. Saket, I. Ihara, V. Sharma, D. Kalim
S. Saket, O. Jeunen, D. Kalim
O. Jeunen, H. Sagtani, H. Doi, R. Karimov, N. Pokharna, D. Kalim, A. Ustimenko, C. Green, R. Mehrotra, W. Shi
M. Agarwal, S. Saket, R. Mehrotra
S. Saket, S. Velugoti, R. Mehrotra
D. Moor, Y. Yuan, R. Mehrotra, Z. Dai, M. Lalmas
C. Hansen, C. Hansen, L. Maystre, R. Mehrotra, B. Brost, F. Tomasi, M. Lalmas
C. Hansen, R. Mehrotra, C. Hansen, B. Brost, L. Maystre, M. Lalmas
S. Saket, M. Agarwal, R. Mehrotra
Multi-Stakeholder Optimization & Marketplace Intelligence
Balancing competing objectives across users, creators, and platforms — fairness, multi-sided value, and system-level trade-offs.
E. Bugliarello, R. Mehrotra, J. Kirk, M. Lalmas
R. Mehrotra, J. McInerney, H. Bouchard, M. Lalmas, F. Diaz
R. Mehrotra, M. Lalmas, D. Kenney, T. Lim-Meng, G. Hashemian
N. Sonboli, R. Burke, M. Ekstrand, R. Mehrotra
H. Sagtani, M. Jhawar, A. Gupta, R. Mehrotra
R. Mehrotra, P. Bhattacharya, M. Lalmas
A. Anderson, L. Maystre, I. Anderson, R. Mehrotra, M. Lalmas