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Jiawei Hu

5 accepted papers

2026

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning

AAAI 2026technical

Depression is a widespread mental disorder that affects millions worldwide. While automated depression assessment shows promise, most studies rely on limited or non-clinically validated data, and often prioritize complex model design over real-world effectiveness. In this paper, we aim to unveil the

Cited by 0SourcePDFScholar
2024

ERQ: Error Reduction for Post-Training Quantization of Vision Transformers

ICML 2024spotlight

Post-training quantization (PTQ) for vision transformers (ViTs) has garnered significant attention due to its efficiency in compressing models. However, existing methods typically overlook the intricate interdependence between quantized weight and activation, leading to considerable quantization err…

Cited by 11SourcePDFScholar
2024

Forward Kinematics of Object Transporting by a Multi-Robot System With a Deformable Sheet

RA-L 2024

We present a forward kinematics method for object handling and transporting by a multi-robot team with a deformable sheet as a carrier. Due to the deformability of the sheet and the high dimension of the whole system, it is challenging to clearly describe all the possible positions of the object on

Cited by 6SourcecodeScholar
2024

Training Binary Neural Networks via Gaussian Variational Inference and Low-Rank Semidefinite Programming

NeurIPS 2024poster

Current methods for training Binarized Neural Networks (BNNs) heavily rely on the heuristic straight-through estimator (STE), which crucially enables the application of SGD-based optimizers to the combinatorial training problem. Although the STE heuristics and their variants have led to significant…

Cited by 0SourcePDFScholar
2022

Multi-Robot Object Transport Motion Planning With a Deformable Sheet

RA-L 2022

Using a deformable sheet to handle objects is convenient and found in many practical applications. For object manipulation through a deformable sheet that is held by multiple mobile robots, it is a challenging task to model the object-sheet interactions. We present a computational model and algorith

Cited by 31SourceScholar