Research map / Label-efficient and robust learning / Domain adaptation and generalization
Personalizing a Dialogue System With Transfer Reinforcement Learning
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use a personalized Q-function combining shared dialogue knowledge with user-specific preferences | PETAL · Coffee-shopping test set | average AUC | Helped |
| Transfer dialogue data from all source users instead of only similar users | Coffee-shopping dialogue system · Coffee-shopping test set | average AUC | Helped |
| Fit only on target-user data rather than transferring source knowledge | Coffee-shopping dialogue system · Coffee-shopping test set | average AUC | Hurt |
| Use PETAL's personalized policy instead of the compared baselines | PETAL · Simulated coffee-ordering | averaged reward | Helped |
| Use PETAL's personalized policy instead of the compared baselines | PETAL · Simulated coffee-ordering | averaged success rate | Helped |
| Use PETAL's personalized policy instead of the compared baselines | PETAL · Simulated coffee-ordering | averaged dialogue length | Helped |
Closest papers by meaning
- Enhancing Personalized Multi-Turn Dialogue with Curiosity Reward (NeurIPS 2025 · similarity 0.88)
- Teaching Language Models to Evolve with Users: Dynamic Profile Modeling for Personalized Alignment (NeurIPS 2025 · similarity 0.86)
- GPT-Critic: Offline Reinforcement Learning for End-to-End Task-Oriented Dialogue Systems (ICLR 2022 · similarity 0.85)
- Learning Personalized End-to-End Goal-Oriented Dialog (AAAI 2019 · similarity 0.85)
- Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents (ICLR 2024 · similarity 0.84)
- Mem-PAL: Towards Memory-based Personalized Dialogue Assistants for Long-term User-Agent Interaction (AAAI 2026 · similarity 0.84)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.