Learning to Maximize Return in a Stag Hunt Collaborative Scenario through Deep Reinforcement Learning. - Andrei Cristian Nica; Tudor Berariu; Florin Gogianu; Adina Magda Florea (SYNASC, 2017)

Collecting and Processing a Self-Driving Dataset in the UPB Campus. - Andrei Cristian Nica; Mihai Trascau; Alexandru Andrei Rotaru; Constantin Andreescu; Alexandru Sorici; Adina Magda Florea; Vlad Bacue (CSCS, 2019)

End-to-end models for self-driving cars on UPB campus roads. - Andrei Mihalea; Robert Samoilescu; Andrei Cristian Nica; Mihai Trascau; Alexandru Sorici; Adina Magda Florea (ICCP, 2019)

The Paradox of Choice: Using Attention in Hierarchical Reinforcement Learning. - Andrei Cristian Nica; Khimya Khetarpal; Doina Precup (CoRR, 2022)

Order from Chaos: Leveraging the Order in Time as Intrinsic Reward. - Andrei Cristian Nica; Adina Magda Florea (CSCS, 2023)

Learning GFlowNets From Partial Episodes For Improved Convergence And Stability. - Kanika Madan; Jarrid Rector-Brooks; Maksym Korablyov; Emmanuel Bengio; Moksh Jain; Andrei Cristian Nica; Tom Bosc; Yoshua Bengio; Nikolay Malkin (ICML, 2023)

SE(3)-Stochastic Flow Matching for Protein Backbone Generation. - Avishek Joey Bose; Tara Akhound-Sadegh; Guillaume Huguet; Kilian Fatras; Jarrid Rector-Brooks; Cheng-Hao Liu; Andrei Cristian Nica; Maksym Korablyov; Michael M. Bronstein; Alexander Tong 001 (ICLR, 2024)

Generative Active Learning for the Search of Small-molecule Protein Binders. - Maksym Korablyov; Cheng-Hao Liu; Moksh Jain; Almer M. van der Sloot; Eric Jolicoeur; Edward Ruediger; Andrei Cristian Nica; Emmanuel Bengio; Kostiantyn Lapchevskyi; Daniel St-Cyr; Doris Alexandra Schuetz; Victor Ion Butoi; et al. (CoRR, 2024)

Incremental Sequence Classification with Temporal Consistency. - Lucas Maystre; Gabriel Barello; Tudor Berariu; Aleix Cambray; Rares Dolga; Alvaro Ortega Gonzalez; Andrei Cristian Nica; David Barber (CoRR, 2025)

Toward Autonomous UI Exploration: The UIExplorer Benchmark. - Andrei Cristian Nica; Akshaya Vishnu Kudlu Shanbhogue; Harshil Shah; Aleix Cambray; Tudor Berariu; Lucas Maystre; David Barber (CoRR, 2025)