STG-MTL: Scalable Task Grouping for Multi-Task Learning Using Data Map

Fuente: arXiv

Gespeichert in:

Bibliographische Detailangaben
Hauptverfasser:	Sherif, Ammar, Abid, Abubakar, Elattar, Mustafa, ElHelw, Mohamed
Format:	Preprint
Veröffentlicht:	2023
Schlagworte:	Machine Learning
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

Improved LiDAR Odometry and Mapping using Deep Semantic Segmentation and Novel Outliers Detection
von: Afifi, Mohamed, et al.
Veröffentlicht: (2024)

RSDiff: Remote Sensing Image Generation from Text Using Diffusion Model
von: Sebaq, Ahmad, et al.
Veröffentlicht: (2023)

LDC-MTL: Balancing Multi-Task Learning through Scalable Loss Discrepancy Control
von: Xiao, Peiyao, et al.
Veröffentlicht: (2025)

MTL-UE: Learning to Learn Nothing for Multi-Task Learning
von: Yu, Yi, et al.
Veröffentlicht: (2025)

Rep-MTL: Unleashing the Power of Representation-level Task Saliency for Multi-Task Learning
von: Wang, Zedong, et al.
Veröffentlicht: (2025)

MTL-LoRA: Low-Rank Adaptation for Multi-Task Learning
von: Yang, Yaming, et al.
Veröffentlicht: (2024)

DiffusionMTL: Learning Multi-Task Denoising Diffusion Model from Partially Annotated Data
von: Ye, Hanrong, et al.
Veröffentlicht: (2024)

MTL-KD: Multi-Task Learning Via Knowledge Distillation for Generalizable Neural Vehicle Routing Solver
von: Zheng, Yuepeng, et al.
Veröffentlicht: (2025)

RobuMTL: Enhancing Multi-Task Learning Robustness Against Weather Conditions
von: Shaffee, Tasneem, et al.
Veröffentlicht: (2026)

Towards Principled Task Grouping for Multi-Task Learning
von: Wang, Chenguang, et al.
Veröffentlicht: (2024)

MTL-FNO: A Lightweight Multi-Task Fourier Neural Operator for Sparse Field Reconstruction
von: Ye, Siyu, et al.
Veröffentlicht: (2026)

Direct Routing Gradient (DRGrad): A Personalized Information Surgery for Multi-Task Learning (MTL) Recommendations
von: Liu, Yuguang, et al.
Veröffentlicht: (2025)

MTL-Split: Multi-Task Learning for Edge Devices using Split Computing
von: Capogrosso, Luigi, et al.
Veröffentlicht: (2024)

MTL-MAD: Multi-Task Learners are Effective Medical Anomaly Detectors
von: Bercean, Bogdan Alexandru, et al.
Veröffentlicht: (2026)

Selective Task Group Updates for Multi-Task Optimization
von: Jeong, Wooseong, et al.
Veröffentlicht: (2025)

Anomaly Detection for Scalable Task Grouping in Reinforcement Learning-based RAN Optimization
von: Li, Jimmy, et al.
Veröffentlicht: (2023)

Group Fairness in Multi-Task Reinforcement Learning
von: Song, Kefan, et al.
Veröffentlicht: (2025)

StableMTL: Repurposing Latent Diffusion Models for Multi-Task Learning from Partially Annotated Synthetic Datasets
von: Cao, Anh-Quan, et al.
Veröffentlicht: (2025)

Multi-Slice Spatial Transcriptomics Data Integration Analysis with STG3Net
von: Fang, Donghai, et al.
Veröffentlicht: (2024)

Attacking All Tasks at Once Using Adversarial Examples in Multi-Task Learning
von: Zhang, Lijun, et al.
Veröffentlicht: (2023)

Scalable Multi-Task Transfer Learning for Molecular Property Prediction
von: Lee, Chanhui, et al.
Veröffentlicht: (2024)

A Scalable Multi-Task Model for Virtual Sensors
von: Götz, Leon, et al.
Veröffentlicht: (2026)

Scalable Multi-Task Low-Rank Model Adaptation
von: Tian, Zichen, et al.
Veröffentlicht: (2026)

TaskMet: Task-Driven Metric Learning for Model Learning
von: Bansal, Dishank, et al.
Veröffentlicht: (2023)

Adversarial Attacks on Hidden Tasks in Multi-Task Learning
von: Zhe, Yu, et al.
Veröffentlicht: (2024)

Multi-Task GRPO: Reliable LLM Reasoning Across Tasks
von: Ramesh, Shyam Sundhar, et al.
Veröffentlicht: (2026)

Ensemble Prediction of Task Affinity for Efficient Multi-Task Learning
von: Ayman, Afiya, et al.
Veröffentlicht: (2026)

Task Groupings Regularization: Data-Free Meta-Learning with Heterogeneous Pre-trained Models
von: Wei, Yongxian, et al.
Veröffentlicht: (2024)

STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model
von: Li, Lincan, et al.
Veröffentlicht: (2024)

TADS: Task-Aware Data Selection for Multi-Task Multimodal Pre-Training
von: Cheng, Guanjie, et al.
Veröffentlicht: (2026)

DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models
von: Wen, Haomin, et al.
Veröffentlicht: (2023)

Sharper Risk Bound for Multi-Task Learning with Multi-Graph Dependent Data
von: Shao, Xiao, et al.
Veröffentlicht: (2025)

MT2ST: Adaptive Multi-Task to Single-Task Learning
von: Liu, Dong, et al.
Veröffentlicht: (2024)

Scalable Multi-view Clustering via Explicit Kernel Features Maps
von: Fettal, Chakib, et al.
Veröffentlicht: (2024)

Task Vector Bases: A Unified and Scalable Framework for Compressed Task Arithmetic
von: Zeng, Siqi, et al.
Veröffentlicht: (2025)

Task Addition in Multi-Task Learning by Geometrical Alignment
von: Yim, Soorin, et al.
Veröffentlicht: (2024)

Task Scheduling & Forgetting in Multi-Task Reinforcement Learning
von: Speckmann, Marc, et al.
Veröffentlicht: (2025)

Scalable Multitask Learning Using Gradient-based Estimation of Task Affinity
von: Li, Dongyue, et al.
Veröffentlicht: (2024)

SureMap: Simultaneous Mean Estimation for Single-Task and Multi-Task Disaggregated Evaluation
von: Khodak, Mikhail, et al.
Veröffentlicht: (2024)

Distributionally Robust Multi-Task Reinforcement Learning via Adaptive Task Sampling
von: Corrado, Nicholas E., et al.
Veröffentlicht: (2026)

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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"de"
ui	"standard"
VUFIND_SESSION	"7b748eef640241ae3252b262e435649b"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790957706.6675 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "7b748eef640241ae3252b262e435649b" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"language=de; ui=standard; VUFIND_SESSION=7b748eef640241ae3252b262e435649b"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"38636"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2307_03374/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2307_03374/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790957706.6614
REQUEST_TIME	1790957706

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler