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Boyi Liu

Reward-Augmented Data Enhances Direct Preference Alignment of LLMs

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Oct 10, 2024
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BabelBench: An Omni Benchmark for Code-Driven Analysis of Multimodal and Multistructured Data

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Oct 01, 2024
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Provably Mitigating Overoptimization in RLHF: Your SFT Loss is Implicitly an Adversarial Regularizer

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May 26, 2024
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$\mathbf{}$-Puzzle: A Cost-Efficient Testbed for Benchmarking Reinforcement Learning Algorithms in Generative Language Model

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Mar 11, 2024
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Double Duality: Variational Primal-Dual Policy Optimization for Constrained Reinforcement Learning

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Feb 16, 2024
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Improving Efficiency of DNN-based Relocalization Module for Autonomous Driving with Server-side Computing

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Dec 01, 2023
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Model-Based Reparameterization Policy Gradient Methods: Theory and Practical Algorithms

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Oct 30, 2023
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Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency

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Oct 11, 2023
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Let Models Speak Ciphers: Multiagent Debate through Embeddings

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Oct 10, 2023
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Differentiable Arbitrating in Zero-sum Markov Games

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Feb 20, 2023
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