·M.S. in AI, Tsinghua University
I work on LLM reasoning & decision-making, continual learning, and on-device multimodal agents .
- On-device multimodal LLM / GUI Agent: cloud-to-edge distillation, on-device SFT/DPO, FSM-constrained decoding, edge quantization
- LLM reasoning & decision-making: multi-agent collaboration, operations-research solving, Decision Transformers
- Continual / prompt learning: rehearsal-free class-incremental learning, cross-modal prompt synergy
| Paper | Venue | Links |
|---|---|---|
| ORMind: A Cognitive-Inspired End-to-End Reasoning Framework for Operations Research | ACL 2025 (Industry), CCF-A | Paper |
| ChordPrompt: Cross-Modal Prompt Synergy for Multi-Domain Incremental Learning in CLIP | ECML-PKDD 2025, CCF-B | Paper |
| P2DT: Mitigating Forgetting in Task-Incremental Learning with Progressive Prompt Decision Transformer | ICASSP 2024, CCF-B | Paper · |
| INCPrompt: Task-Aware Incremental Prompting for Rehearsal-Free Class-Incremental Learning | ICASSP 2024, CCF-B | Paper · |
📚 Full list on Google Scholar
Python · PyTorch / Transformers · DeepSpeed / Accelerate · LangChain / LangGraph · SFT / DPO / LoRA · CLIP / ViT
