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Pashmina Cameron

5 accepted papers

2026

WINA: Weight Informed Neuron Activation for Accelerating Large Language Model Inference

ICLR 2026poster

The ever-increasing computational demands of large language models (LLMs) make efficient inference a central challenge. While recent advances leverage specialized architectures or selective activation, they typically require (re)training or architectural modifications, limiting their broad applicabi…

Cited by 0SourcecodeScholar
2024

QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs

NeurIPS 2024poster

We introduce QuaRot, a new Quantization scheme based on Rotations, which is able to quantize LLMs end-to-end, including all weights, activations, and KV cache in 4 bits. QuaRot rotates LLMs in a way that removes outliers from the hidden state without changing the output, making quantization easier.…

2023

HMD-NeMo: Online 3D Avatar Motion Generation From Sparse Observations

ICCV 2023poster

Generating both plausible and accurate full body avatar motion is the key to the quality of immersive experiences in mixed reality scenarios. Head-Mounted Devices (HMDs) typically only provide a few input signals, such as head and hands 6-DoF. Recently, different approaches achieved impressive perfo…

Cited by 14PDFScholar
2022

FLAG: Flow-Based 3D Avatar Generation From Sparse Observations

CVPR 2022poster

To represent people in mixed reality applications for collaboration and communication, we need to generate realistic and faithful avatar poses. However, the signal streams that can be applied for this task from head-mounted devices (HMDs) are typically limited to head pose and hand pose estimates. W…

Cited by 59PDFScholar
2022

Learning to Extend Molecular Scaffolds with Structural Motifs

ICLR 2022poster

Recent advancements in deep learning-based modeling of molecules promise to accelerate in silico drug discovery. A plethora of generative models is available, building molecules either atom-by-atom and bond-by-bond or fragment-by-fragment. However, many drug discovery projects require a fixed scaffo…