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Bibliographic Details
Main Authors:	Touko, Nia, Ellis, Matthew O A, Capone, Cristiano, Burrello, Alessio, Donati, Elisa, Manneschi, Luca
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Human-Computer Interaction
Online Access:	https://arxiv.org/abs/2601.04181
Tags:	Add Tag No Tags, Be the first to tag this record!

A Comparative Study of EMG- and IMU-based Gesture Recognition at the Wrist and Forearm
by: Baghernezhad, Soroush, et al.
Published: (2025)

FORS-EMG: A Novel sEMG Dataset for Hand Gesture Recognition Across Multiple Forearm Orientations
by: Rumman, Umme, et al.
Published: (2024)

EMG-UP: Unsupervised Personalization in Cross-User EMG Gesture Recognition
by: Wang, Nana, et al.
Published: (2025)

Towards Robust and Interpretable EMG-based Hand Gesture Recognition using Deep Metric Meta Learning
by: Tam, Simon, et al.
Published: (2024)

Unified Policy Value Decomposition for Rapid Adaptation
by: Capone, Cristiano, et al.
Published: (2026)

CaptAinGlove: Capacitive and Inertial Fusion-Based Glove for Real-Time on Edge Hand Gesture Recognition for Drone Control
by: Bello, Hymalai, et al.
Published: (2023)

Beyond Physical Labels: Redefining Domains for Robust WiFi-based Gesture Recognition
by: Zhang, Xiang, et al.
Published: (2026)

On Optimizing Electrode Configuration for Wrist-Worn sEMG-Based Thumb Gesture Recognition
by: Zhong, Wenjuan, et al.
Published: (2026)

Learning Interpretable Rules from Neural Networks: Neurosymbolic AI for Radar Hand Gesture Recognition
by: Seifi, Sarah, et al.
Published: (2025)

Typing Reinvented: Towards Hands-Free Input via sEMG
by: Lee, Kunwoo, et al.
Published: (2025)

SparseEMG: Computational Design of Sparse EMG Layouts for Sensing Gestures
by: Kumar, Anand, et al.
Published: (2025)

Temporal Structure Matters for Efficient Test-Time Adaptation in Wearable Human Activity Recognition
by: Zhou, Zishu, et al.
Published: (2026)

Resource-Efficient Gesture Recognition through Convexified Attention
by: Schwartz, Daniel, et al.
Published: (2026)

GesturePrint: Enabling User Identification for mmWave-based Gesture Recognition Systems
by: Xu, Lilin, et al.
Published: (2024)

TinyMyo: a Tiny Foundation Model for Flexible EMG Signal Processing at the Edge
by: Fasulo, Matteo, et al.
Published: (2025)

EMG subspace alignment and visualization for cross-subject hand gesture classification
by: Colot, Martin, et al.
Published: (2023)

sEMG-based Gesture-Free Hand Intention Recognition: System, Dataset, Toolbox, and Benchmark Results
by: Li, Hongxin, et al.
Published: (2024)

Federated Learning in Offline and Online EMG Decoding: A Privacy and Performance Perspective
by: Malcolm, Kai, et al.
Published: (2025)

New Synthetic Goldmine: Hand Joint Angle-Driven EMG Data Generation Framework for Micro-Gesture Recognition
by: Wang, Nana, et al.
Published: (2025)

SPECTRE: Spectral Pre-training Embeddings with Cylindrical Temporal Rotary Position Encoding for Fine-Grained sEMG-Based Movement Decoding
by: Weng, Zihan, et al.
Published: (2025)

Gesture Matters: Pedestrian Gesture Recognition for AVs Through Skeleton Pose Evaluation
by: Mahdi, Alif Rizqullah, et al.
Published: (2026)

A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition System
by: Mahmud, Hasan, et al.
Published: (2021)

T-TIME: Test-Time Information Maximization Ensemble for Plug-and-Play BCIs
by: Li, Siyang, et al.
Published: (2024)

Cross-Task Inconsistency Based Active Learning (CTIAL) for Emotion Recognition
by: Xu, Yifan, et al.
Published: (2024)

TransforMerger: Transformer-based Voice-Gesture Fusion for Robust Human-Robot Communication
by: Vanc, Petr, et al.
Published: (2025)

Multi-Source EEG Emotion Recognition via Dynamic Contrastive Domain Adaptation
by: Xiao, Yun, et al.
Published: (2024)

Scaling and Distilling Transformer Models for sEMG
by: Mehlman, Nicholas, et al.
Published: (2025)

User Training with Error Augmentation for Electromyogram-based Gesture Classification
by: Bicer, Yunus, et al.
Published: (2023)

M3D: Manifold-based Domain Adaptation with Dynamic Distribution for Non-Deep Transfer Learning in Cross-subject and Cross-session EEG-based Emotion Recognition
by: Luo, Ting, et al.
Published: (2024)

Context-Aware Visualization for Explainable AI Recommendations in Social Media: A Vision for User-Aligned Explanations
by: Alkhateeb, Banan, et al.
Published: (2025)

ConvMixFormer- A Resource-efficient Convolution Mixer for Transformer-based Dynamic Hand Gesture Recognition
by: Garg, Mallika, et al.
Published: (2024)

Hang-Time HAR: A Benchmark Dataset for Basketball Activity Recognition using Wrist-Worn Inertial Sensors
by: Hoelzemann, Alexander, et al.
Published: (2023)

Time-Masked Transformers with Lightweight Test-Time Adaptation for Neural Speech Decoding
by: Feghhi, Ebrahim, et al.
Published: (2025)

An Entropy-Based Test and Development Framework for Uncertainty Modeling in Level-Set Visualizations
by: Sisneros, Robert, et al.
Published: (2024)

AdaShadow: Responsive Test-time Model Adaptation in Non-stationary Mobile Environments
by: Fang, Cheng, et al.
Published: (2024)

Towards Human Haptic Gesture Interpretation for Robotic Systems
by: Bianchini, Bibit, et al.
Published: (2020)

Adversarial Domain Adaptation for Cross-user Activity Recognition Using Diffusion-based Noise-centred Learning
by: Ye, Xiaozhou, et al.
Published: (2024)

SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network
by: Guo, Weiyu, et al.
Published: (2024)

NeuroTTT: Bridging Pretraining-Downstream Task Misalignment in EEG Foundation Models via Test-Time Training
by: Wang, Suli, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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