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Papers
Mohabi: Disaggregating and Sandboxing the Firefox JavaScript Engine
OSDI 2026
Adam-mini: Use Fewer Learning Rates To Gain More
ICLR 2025
Optimizing Trajectory Matching Distillation via Parameter Difference-Driven Pruning
ACML 2025
QoS-Efficient Serving of Multiple Mixture-of-Expert LLMs Using Partial Runtime Reconfiguration
ICML 2025
Activation Map Compression through Tensor Decomposition for Deep Learning
NeurIPS 2024
Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs
ICLR 2024
Network Memory Footprint Compression Through Jointly Learnable Codebooks and Mappings
ICLR 2024
QTIP: Quantization with Trellises and Incoherence Processing
NeurIPS 2024
Resource-Efficient Neural Networks for Embedded Systems
JMLR 2024
Stepping Forward on the Last Mile
NeurIPS 2024
TinyTrain: Resource-Aware Task-Adaptive Sparse Training of DNNs at the Data-Scarce Edge
ICML 2024
Few-bit Backward: Quantized Gradients of Activation Functions for Memory Footprint Reduction
ICML 2023
Mem-Rec: Memory Efficient Recommendation System using Alternative Representation
ACML 2023
MotionDeltaCNN: Sparse CNN Inference of Frame Differences in Moving Camera Videos with Spherical Buffers and Padded Convolutions
ICCV 2023
Pit One Against Many: Leveraging Attention-head Embeddings for Parameter-efficient Multi-head Attention
EMNLP 2023
8-bit Optimizers via Block-wise Quantization
ICLR 2022
Small Footprint Neural Networks for Acoustic Direction of Arrival Estimation
Interspeech 2022
Memory Optimization for Deep Networks
ICLR 2021
Understanding and Overcoming the Challenges of Efficient Transformer Quantization
EMNLP 2021
ASAP: Architecture Search, Anneal and Prune
AISTATS 2020
Masking as an Efficient Alternative to Finetuning for Pretrained Language Models
EMNLP 2020
Online MAP Inference of Determinantal Point Processes
NeurIPS 2020
Quadtree Generating Networks: Efficient Hierarchical Scene Parsing with Sparse Convolutions
WACV 2020
Adaptive Attention Span in Transformers
ACL 2019
Near-Lossless Binarization of Word Embeddings
AAAI 2019