Papers by Yuexiao Ma
Automated Fine-Grained Mixture-of-Experts Quantization (2025.findings-acl)
Copied to clipboard
| Challenge: | specialized quantization framework for Mixture of Experts architectures is inadequate for model compression. |
| Approach: | They propose a specialized quantization framework for Mixture of Experts architectures . they find that expert networks exhibit distinctive channel-wise outlier distributions ." |
| Outcome: | The proposed framework improves on the Mixtral-8x7b-v0.1 architecture while maintaining minimal computational overhead. |
ALGOGEN: Tool-Generated Verifiable Traces for Reliable Algorithm Visualization (2026.findings-acl)
Copied to clipboard
| Challenge: | Recent LLM-based systems require simulation of algorithm flow and video rendering constraints. |
| Approach: | They propose a paradigm that decouples algorithm execution from rendering. |
| Outcome: | The proposed paradigm reduces execution success rates, element overlap, and inter-frame inconsistencies. |