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G. Ramponi

29 papers hereh-index 13596 citations53 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author12
  • last author12

Across the 28 of 29 papers where every author was matched, so the position is known.

fields
  • cs.LG21
  • cs.AI3
  • cs.GT2
  • cs.CL1
  • cs.RO1
  • math.OC1

identity via Semantic Scholar / OpenAlex

activity
20182026
most citedT-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling

82 citations · 98 across the 26 of their papers we have counts for

collaborators
Showing 2020Show all

2 papers · 1 filter

cs.LG2020★ 3 cited

Inverse Reinforcement Learning from a Gradient-based Learner

Giorgia Ramponi, Gianluca Drappo, Marcello Restelli

Inverse Reinforcement Learning addresses the problem of inferring an expert's reward function from demonstrations. However, in many applications, we not only have access to the exp…

cs.LG2020★ 2 cited

Newton Optimization on Helmholtz Decomposition for Continuous Games

Giorgia Ramponi, Marcello Restelli

Many learning problems involve multiple agents optimizing different interactive functions. In these problems, the standard policy gradient algorithms fail due to the non-stationari…

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