Pengyu Cheng
19 papers · 2019–2026 · 8 venues · across top CS/AI venues
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Keyword Collector
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Research topics
Machine Learning
(14)
Artificial Intelligence
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Core AI
(9)
Deep Learning
(8)
Learning Types Β· Machine Learning
(7)
Application Areas
(6)
Natural Language Processing
(5)
Core Methods
(5)
Mathematics & Optimization
(4)
Generation
(4)
Learning Types Β· Deep Learning
(4)
Mathematics
(3)
Optimization & Theory Β· Machine Learning
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Optimization & Theory Β· Deep Learning
(3)
Architectures
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Keywords
large language model
(7)
mutual information
(4)
reinforcement learning
(3)
chain-of-thought reasoning
(3)
attention mechanism
(2)
information theory
(2)
contrastive learning
(2)
network embedding
(2)
computational efficiency
(2)
sentence embedding
(2)
reward model
(2)
information bottleneck
(1)
zero-shot learning
(1)
style transfer
(1)
bayesian inference
(1)
domain adaptation
(1)
transformer architecture
(1)
self-attention mechanism
(1)
adversarial robustness
(1)
voice conversion
(1)
Papers
Adaptive Spatial and Temporal Redundancy Optimization for Efficient Reasoning in Large Language Models
ACL 2026
AdaReason: Progressive Training of Multi-LoRA Adapters for Budget-Adaptive Language Reasoning Models
AAAI 2026
DesireKV: Decoupling Sensitivity and Importance for Reasoning-Aware KV Cache Compression
AAAI 2026
MARCH: Multi-Agent Reinforced Check for Hallucination
ACL 2026
Atoxia: Red-teaming Large Language Models with Target Toxic Answers
NAACL 2025
Adversarial Preference Optimization: Enhancing Your Alignment via RM-LLM Game
ACL 2024
Chunk, Align, Select: A Simple Long-sequence Processing Method for Transformers
ACL 2024
On Diversified Preferences of Large Language Model Alignment
EMNLP 2024
Self-playing Adversarial Language Game Enhances LLM Reasoning
NeurIPS 2024
Estimating Total Correlation with Mutual Information Estimators
AISTATS 2023
Toward Fairness in Text Generation via Mutual Information Minimization based on Importance Sampling
AISTATS 2023
FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders
ICLR 2021
Improving Zero-Shot Voice Style Transfer via Disentangled Representation Learning
ICLR 2021
CLUB: A Contrastive Log-ratio Upper Bound of Mutual Information
ICML 2020
Dynamic Embedding on Textual Networks via a Gaussian Process
AAAI 2020
Improving Disentangled Text Representation Learning with Information-Theoretic Guidance
ACL 2020
Improving Textual Network Embedding with Global Attention via Optimal Transport
ACL 2019
Learning Compressed Sentence Representations for On-Device Text Processing
ACL 2019
Understanding and Accelerating Particle-Based Variational Inference
ICML 2019