Junyi Li

Evoking User Memory: Personalizing LLM via Recollection-Familiarity Adaptive Retrieval

Enhancing Cross-task Transfer of Large Language Models via Fourier Activation Steering

ForesightKV: Optimizing KV Cache Eviction for Reasoning Models by Learning Long-Term Contribution

PAL-UI: Planning with Active Look-back for Vision-Based GUI Agents

Memory Type Matters: Enhancing Long-Term Memory in Large Language Models with Hybrid Strategies

Experience-Guided Reflective Co-Evolution of Prompts and Heuristics for Automatic Algorithm Design

Incentivizing Dual Process Thinking for Efficient Large Language Model Reasoning

Reasoning Models Hallucinate More: Factuality-Aware Reinforcement Learning for Large Reasoning Models

Investigating the Pre-Training Dynamics of In-Context Learning: Task Recognition vs. Task Learning

Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment