activity
20242026
most citedWith a Little Help From My Friends: Collective Manipulation in Risk-Controlling Recommender Systems

1 citations · 1 across the 2 of their papers we have counts for

collaborators

5 papers

cs.CY2026

Auditing LLM Editorial Bias in News Media Exposure

Marco Minici, Cristian Consonni, Federico Cinus +1

Large Language Models (LLMs) increasingly act as gateways to web content, shaping how millions of users encounter online information. Unlike traditional search engines, whose retri…

cs.IR20261 cited

With a Little Help From My Friends: Collective Manipulation in Risk-Controlling Recommender Systems

Giovanni De Toni, Cristian Consonni, Erasmo Purificato +2

Recommendation systems have become central gatekeepers of online information, shaping user behaviour across a wide range of activities. In response, users increasingly organize and…

cs.CY2025

Generative AI and the Future of the Digital Commons: Five Open Questions and Knowledge Gaps

Arman Noroozian, Lorena Aldana, Marta Arisi +21

The rapid advancement of Generative AI (GenAI) relies heavily on the digital commons, a vast collection of free and open online content that is created, shared, and maintained by c…

cs.IR2025

You Don't Bring Me Flowers: Mitigating Unwanted Recommendations Through Conformal Risk Control

Giovanni De Toni, Erasmo Purificato, Emilia Gómez +3

Recommenders are significantly shaping online information consumption. While effective at personalizing content, these systems increasingly face criticism for propagating irrelevan…

cs.IR2024

Comparing Personalized Relevance Algorithms for Directed Graphs

Luca Cavalcanti, Cristian Consonni, Martin Brugnara +2

We present an interactive Web platform that, given a directed graph, allows identifying the most relevant nodes related to a given query node. Besides well-established algorithms s…