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cs.LG2024
Machine Unlearning in Forgettability Sequence
Junjie Chen, Qian Chen, Jian Lou +3
Machine unlearning (MU) is becoming a promising paradigm to achieve the "right to be forgotten", where the training trace of any chosen data points could be eliminated, while maint…
cs.GT2024
Hiring for An Uncertain Task: Joint Design of Information and Contracts
Matteo Castiglioni, Junjie Chen
In this paper, we initiate the computational problem of jointly designing information and contracts. We consider three possible classes of contracts with decreasing flexibility and…
cs.GT2024
A Reduction from Multi-Parameter to Single-Parameter Bayesian Contract Design
Matteo Castiglioni, Junjie Chen, Minming Li +2
The main result of this paper is an almost approximation-preserving polynomial-time reduction from the most general multi-parameter Bayesian contract design (BCD) to single-paramet…