Lujun Li

CommonKV: Compressing KV Cache with Cross-layer Parameter Sharing

Drop or Merge? Hybrid MoE LLMs Compressors via Metric-Driven Adaptive Allocation

BTC-LLM: Efficient Sub-1-Bit LLM Quantization via Learnable Transformation and Binary Codebook

Bit-by-Bit: Progressive QAT with Outlier Channel Splitting for Stable Low-Bit LLMs

Delta Decompression for MoE-based LLMs Compression

Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM Compression

MoE-SVD: Structured Mixture-of-Experts LLMs Compression via Singular Value Decomposition

STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs

You Know What I'm Saying: Jailbreak Attack via Implicit Reference

Structured Mixture-of-Experts LLMs Compression via Singular Value Decomposition

NoRA: Nested Low-Rank Adaptation for Efficient Fine-Tuning Large Models

Industrial Benchmarking of LLMs: Assessing Hallucination in Traffic Incident Scenarios with a Novel Spatio-Temporal Dataset