Pengyu Cheng

Venues

Frequent coauthors

Papers

1. AdaReason: Progressive Training of Multi-LoRA Adapters for Budget-Adaptive Language Reasoning Models
   AAAI 2026 ·

   Jiacheng Wang

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2. Adaptive Spatial and Temporal Redundancy Optimization for Efficient Reasoning in Large Language Models
   ACL 2026 ·

   Tianle Chen

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3. DesireKV: Decoupling Sensitivity and Importance for Reasoning-Aware KV Cache Compression
   AAAI 2026 · Pengyu Cheng
4. MARCH: Multi-Agent Reinforced Check for Hallucination
   ACL 2026 ·

   Zhuo Li

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5. Atoxia: Red-teaming Large Language Models with Target Toxic Answers
   NAACL 2025 ·

   Yuhao Du

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6. Outlier-Aware Model Merging for Efficient Multitask Inference
   ACM MM 2025 ·

   Qiyuan Zhu

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7. Adversarial Preference Optimization: Enhancing Your Alignment via RM-LLM Game
   ACL 2024 · Pengyu Cheng
8. Chunk, Align, Select: A Simple Long-sequence Processing Method for Transformers
   ACL 2024 ·

   Jiawen Xie

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9. On Diversified Preferences of Large Language Model Alignment
   EMNLP 2024 ·

   Dun Zeng

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10. Self-playing Adversarial Language Game Enhances LLM Reasoning
    NeurIPS 2024 · Pengyu Cheng