Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models
Maribeth Rauh,
John Mellor,
Jonathan Uesato,
Po-Sen Huang,
Johannes Welbl,
Laura Weidinger,
Sumanth Dathathri,
Mia Glaese,
Geoffrey Irving,
Iason Gabriel,
William Isaac,
Lisa Anne Hendricks
Scott Reed,
Konrad Zolna,
Emilio Parisotto,
Sergio Gomez,
Alexander Novikov,
Gabe Barth-Maron,
Yury Sulsky,
Mai Giménez,
Jackie Kay,
Jost Tobias Springenberg,
Tom Eccles,
Jake Bruce,
Ali Razavi,
Ashley Edwards,
Nicolas Heess,
Yutian Chen,
Raia Hadsell,
Oriol Vinyals,
Mahyar Bordbar,
Nando de Freitas
Diagnosing failures of fairness transfer across distribution shift in real-world medical settings
Jessica Schrouff *,
Natalie Harris *,
Oluwasanmi Koyejo *,
Ibrahim Alabdulmohsin *,
Eva Schnider *,
Krista Opsahl-Ong *,
Alex Brown *,
Subhrajit Roy *,
Diana Mincu *,
Christina Chen *,
Awa Dieng *,
Yuan Liu *,
Vivek Natarajan *,
Alan Karthikesalingam *,
Katherine Heller *,
Silvia Chiappa,
Alexander D'Amour *
Beyond Bayes-optimality: meta-learning what you know you don’t know
Jordi Grau,
Grégoire Delétang,
Markus Kunesch,
Tim Genewein,
Kevin Li,
Elliot Catt,
Anian Ruoss,
Chris Cundy,
Joel Veness,
Jane Wang,
Marcus Hutter,
Christopher Summerfield,
Shane Legg
