Pinned Loading

1. CASE-Lab-UMD/LLM-Drop CASE-Lab-UMD/LLM-Drop Public

   The official implementation of the paper "Uncovering the Redundancy in Transformers via a Unified Study of Layer Dropping (TMLR)".

   Python 190 24

2. CASE-Lab-UMD/Unified-MoE-Compression CASE-Lab-UMD/Unified-MoE-Compression Public

   The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".

   Python 91 6

3. CASE-Lab-UMD/Router-Tuning-Mixture-of-Depths CASE-Lab-UMD/Router-Tuning-Mixture-of-Depths Public

   The open-source Mixture of Depths code and the official implementation of the paper "Router-Tuning: A Simple and Effective Approach for Enabling Dynamic Depth in Transformers. (EMNLP 2025)"

   Python 31 3

4. CASE-Lab-UMD/Capacity-Aware-MoE CASE-Lab-UMD/Capacity-Aware-MoE Public

   The official implementation of the paper "Capacity-Aware Inference: Mitigating the Straggler Effect in Mixture of Experts" (ICLR 2026).

   Python 16 2

5. CASE-Lab-UMD/Pruning-on-Representations CASE-Lab-UMD/Pruning-on-Representations Public

   The official implementation of the paper "Demystifying When Pruning Works via Representation Hierarchies".

   Python 10 2

6. SparseUnifiedModel SparseUnifiedModel Public

   The official implementation of the paper "Understanding and Harnessing Sparsity in Unified Multimodal Models".

   Python 20 1