Papers by Eitan Anzenberg
PEARL: Self-Evolving Assistant for Time Management with Reinforcement Learning (2026.acl-long)
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| Challenge: | Scheduling logistics associated with meetings can amount to hours each week . a lack of automation can cause a lot of errors and can be costly . |
| Approach: | They propose a benchmark for long-horizon calendar conflict resolution that automates calendar conflict management . they propose 'pearl' that augments the language agent with an external preference memory . |
| Outcome: | a new benchmark for long-horizon calendar conflict resolution shows that existing agents perform poorly with high error rates. |