SR4SG has been successful in many aspects:
- Hiring of Postdoc Timothée Mathieu, now a permanent researcher in Scool team.
- Hiring of Engineer Hernan Carvajal, developing the WeG@rden crowdsourcing and recommendation research platform.
- Creation and development of Farm-Gym environment (“The Atari of Farming”): 1 year of development by OA Maillard, recently joined by Engineer Brahim Driss.
- Contribution to the associate team DC4SCM: adaptation of Kobotoolbox tools to personalized data acquisition in indian farms, 18months of collected data.
- Communication: https://www.inria.fr/fr/compagnon-aide-decision-agriculture-futur
- Articles:
https://inria.hal.science/hal-04132861 : Automated sound active ranking of learning agents.
https://hal.science/hal-04260464 : Bandit strategies robust to corrupted distributions.
https://inria.hal.science/hal-03960683 : Presentation of Farm-Gym.
https://inria.hal.science/hal-03976393 : Presentation of Gym-DSSAT.
https://hal.science/hal-03447244 : Risk-averse bandits.
https://hal.science/hal-03421252v2 : Risk-averse non-parametric bandits.
https://arxiv.org/abs/2210.04537 : Batch risk-averse non-parametric bandits for crop management.