Search All 2022 Events
 

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Poster
Thu 9:00 Scalable Sensitivity and Uncertainty Analyses for Causal-Effect Estimates of Continuous-Valued Interventions
Andrew Jesson · Alyson Douglas · Peter Manshausen · Maëlys Solal · Nicolai Meinshausen · Philip Stier · Yarin Gal · Uri Shalit
Poster
Tue 14:00 What's the Harm? Sharp Bounds on the Fraction Negatively Affected by Treatment
Nathan Kallus
Poster
Thu 9:00 Causal Identification under Markov equivalence: Calculus, Algorithm, and Completeness
Amin Jaber · Adele Ribeiro · Jiji Zhang · Elias Bareinboim
Panel
Thu 9:45 Panel 5A-2: Causal Identification under… & Markovian Interference in…
Andrew Zheng · Amin Jaber
Poster
Wed 14:00 An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects
Thanh Vinh Vo · Arnab Bhattacharyya · Young Lee · Tze-Yun Leong
Poster
Tue 14:00 Causally motivated multi-shortcut identification and removal
Jiayun Zheng · Maggie Makar
Poster
Wed 9:00 Transfer Learning on Heterogeneous Feature Spaces for Treatment Effects Estimation
Ioana Bica · Mihaela van der Schaar
Workshop
A Large-Scale Observational Study of the Causal Effects of a Behavioral Health Nudge
Achille Nazaret · Guillermo Sapiro
Poster
Thu 9:00 Partial Identification of Treatment Effects with Implicit Generative Models
Vahid Balazadeh Meresht · Vasilis Syrgkanis · Rahul Krishnan
Workshop
Identifying Causal Effects Of Exercise On Irregular Heart Rhythm Events Using Wearable Device Data
Lauren Hannah · Adam Bouyamourn
Poster
Thu 9:00 Falsification before Extrapolation in Causal Effect Estimation
Zeshan M Hussain · Michael Oberst · Ming-Chieh Shih · David Sontag
Poster
Thu 9:00 Direct Advantage Estimation
Hsiao-Ru Pan · Nico Gürtler · Alexander Neitz · Bernhard Schölkopf