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10 repositories

LLM-Drop
Public
The official implementation of the paper "Uncovering the Redundancy in Transformers via a Unified Study of Layer Dropping (TMLR)".
machine-learning natural-language-processing deep-learning
machine-learning natural-language-processing deep-learning attention-mechanism model-compression large-language-models
Python
•
Apache License 2.0
•24•189•0•0•Updated Apr 23, 2026Apr 23, 2026
Capacity-Aware-MoE
Public
The official implementation of the paper "Capacity-Aware Inference: Mitigating the Straggler Effect in Mixture of Experts" (ICLR 2026).
language-models load-balancing mixture-of-experts
language-models load-balancing mixture-of-experts inference-acceleration multimodal-models test-time-optimization
Python
•2•16•1•0•Updated Apr 13, 2026Apr 13, 2026
Pruning-on-Representations
Public
The official implementation of the paper "Demystifying When Pruning Works via Representation Hierarchies".
Python
•2•10•0•0•Updated Apr 13, 2026Apr 13, 2026
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 i…
machine-learning deep-learning neural-network
machine-learning deep-learning neural-network large-language-models parameter-efficient-fine-tuning mixture-of-depths
Python
•3•31•0•0•Updated Mar 26, 2026Mar 26, 2026
ROCKET-VLA
Public
Python
•0•5•0•0•Updated Mar 23, 2026Mar 23, 2026
LLM-Auditing-CoIn
Public
Python
•
MIT License
•0•4•0•0•Updated Mar 10, 2026Mar 10, 2026
Unified-MoE-Compression
Public
The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".
machine-learning natural-language-processing deep-learning
machine-learning natural-language-processing deep-learning model-compression mixture-of-experts large-language-models
Python
•
Apache License 2.0
•6•91•0•0•Updated Feb 28, 2026Feb 28, 2026
counterfactual_fairness_2025
Public
Python
•0•8•0•0•Updated Feb 18, 2025Feb 18, 2025
SHED-Shapley-Based-Automated-Dataset-Refinement
Public
Python
•2•5•0•0•Updated Nov 19, 2024Nov 19, 2024
FLoRA
Public
Python
•1•7•0•0•Updated Oct 21, 2024Oct 21, 2024

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CASE Lab@UMD

All

All

10 repositories

LLM-Drop

Capacity-Aware-MoE

Pruning-on-Representations

Router-Tuning-Mixture-of-Depths

ROCKET-VLA

LLM-Auditing-CoIn

Unified-MoE-Compression

counterfactual_fairness_2025

SHED-Shapley-Based-Automated-Dataset-Refinement

FLoRA

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Repositories list

10 repositories