Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Liang, Renzhao, Xu, Sizhe, Xie, Chenggang, Chen, Jingru, Ren, Feiyang, Yang, Shu, Yabe, Takahiro
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Machine Learning Information Theory
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

AMBER: An Adaptive Multimodal Mask Transformer for Beam Prediction with Missing Modalities
di: Wen, Chenyiming, et al.
Pubblicazione: (2025)

GDMol: Generative Double‐Masking Self‐Supervised Learning for Molecular Property Prediction
di: Yingxu Liu, et al.
Pubblicazione: (2024)

Trust or Abstain? A Self-Aware RAG Approach
di: Zhu, Xi, et al.
Pubblicazione: (2026)

Zero-shot Composed Image Retrieval Considering Query-target Relationship Leveraging Masked Image-text Pairs
di: Zhang, Huaying, et al.
Pubblicazione: (2024)

Masked Graph Transformer for Large-Scale Recommendation
di: Chen, Huiyuan, et al.
Pubblicazione: (2024)

Assessing the Feasibility of a Video-Based Conversational Chatbot Survey for Measuring Perceived Cycling Safety: A Pilot Study in New York City
di: Ren, Feiyang, et al.
Pubblicazione: (2026)

Core-periphery Detection Based on Masked Bayesian Non-negative Matrix Factorization
di: Wang, Zhonghao, et al.
Pubblicazione: (2024)

Masked Diffusion Generative Recommendation
di: Mu, Lingyu, et al.
Pubblicazione: (2026)

ResiComp: Loss-Resilient Image Compression via Dual-Functional Masked Visual Token Modeling
di: Wang, Sixian, et al.
Pubblicazione: (2025)

Mask the Redundancy: Evolving Masking Representation Learning for Multivariate Time-Series Clustering
di: Tan, Zexi, et al.
Pubblicazione: (2025)

MobiCLR: Mobility Time Series Contrastive Learning for Urban Region Representations
di: Kim, Namwoo, et al.
Pubblicazione: (2025)

Mask-to-Correct$^+$: Leveraging Retriever Diversity for Masking-guided Faithful Fact Correction
di: Santra, Payel, et al.
Pubblicazione: (2026)

Masked Multi-Domain Network: Multi-Type and Multi-Scenario Conversion Rate Prediction with a Single Model
di: Ouyang, Wentao, et al.
Pubblicazione: (2024)

Retentive Decision Transformer with Adaptive Masking for Reinforcement Learning based Recommendation Systems
di: Wang, Siyu, et al.
Pubblicazione: (2024)

CGS-Mask: Making Time Series Predictions Intuitive for All
di: Lu, Feng, et al.
Pubblicazione: (2023)

Masked Diffusion for Generative Recommendation
di: Shah, Kulin, et al.
Pubblicazione: (2025)

From Past To Path: Masked History Learning for Next-Item Prediction in Generative Recommendation
di: Wei, KaiWen, et al.
Pubblicazione: (2025)

RobustMask: Certified Robustness against Adversarial Neural Ranking Attack via Randomized Masking
di: Liu, Jiawei, et al.
Pubblicazione: (2025)

Masked Language Models are Good Heterogeneous Graph Generalizers
di: Yang, Jinyu, et al.
Pubblicazione: (2025)

Masking Causality and Conditional Dependence
di: Yang, Zou, et al.
Pubblicazione: (2026)

Infer As You Train: A Symmetric Paradigm of Masked Generative for Click-Through Rate Prediction
di: Zhang, Moyu, et al.
Pubblicazione: (2025)

MaskGaussian: Adaptive 3D Gaussian Representation from Probabilistic Masks
di: Liu, Yifei, et al.
Pubblicazione: (2024)

Top-P Masking for Cross Language Information Retrieval
di: Casale, Joseph, et al.
Pubblicazione: (2025)

Heterogeneous Graph Masked Contrastive Learning for Robust Recommendation
di: Sang, Lei, et al.
Pubblicazione: (2025)

DVD: A Robust Method for Detecting Variant Contamination in Large Language Model Evaluation
di: Liang, Renzhao, et al.
Pubblicazione: (2026)

Structured Masked Diffusion for Joint Multiuser Decoding
di: Lee, Taekyun, et al.
Pubblicazione: (2026)

Masked Graph Autoencoder with Non-discrete Bandwidths
di: Zhao, Ziwen, et al.
Pubblicazione: (2024)

Transformer‐Based Contrastive Learning With Dynamic Masking and Adaptive Pathways for Time Series Anomaly Detection
di: Qian Liang, et al.
Pubblicazione: (2025)

Trust Region Masking for Long-Horizon LLM Reinforcement Learning
di: Li, Yingru, et al.
Pubblicazione: (2025)

Robust Image Semantic Coding with Learnable CSI Fusion Masking over MIMO Fading Channels
di: Xie, Bingyan, et al.
Pubblicazione: (2024)

The Masked Matrix Separation Problem: A First Analysis
di: Chen, Xuemei, et al.
Pubblicazione: (2025)

HMAR: Hierarchical Masked Attention for Multi-Behaviour Recommendation
di: Elsayed, Shereen, et al.
Pubblicazione: (2024)

Masked Media
di: Hall, Gary
Pubblicazione: (2025)

MTS-DMAE: Dual-Masked Autoencoder for Unsupervised Multivariate Time Series Representation Learning
di: Xu, Yi, et al.
Pubblicazione: (2025)

Masking or Mitigating? Deconstructing the Impact of Query Rewriting on Retriever Biases in RAG
di: Goyal, Agam, et al.
Pubblicazione: (2026)

Transmission Mask Analysis for Range-Doppler Sensing in Half-Duplex ISAC
di: Liu, Dikai, et al.
Pubblicazione: (2026)

TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders
di: Cheng, Mingyue, et al.
Pubblicazione: (2023)

Consensus-JEPA: Learned Adaptive Targets from Multi-Mask Predictive Consistency
di: Blum, Frederic David
Pubblicazione: (2026)

The Right to Hide: Masking Community Affiliation via Minimal Graph Rewiring
di: Silvestri, Matteo, et al.
Pubblicazione: (2025)

Dimension Mask Layer: Optimizing Embedding Efficiency for Scalable ID-based Models
di: Saket, Srijan, et al.
Pubblicazione: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
language	"it"
VUFIND_SESSION	"7b5606aa30701236467c56e3477ff155"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790970595.9058 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "7b5606aa30701236467c56e3477ff155" ]`]
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	"ui=standard; language=it; VUFIND_SESSION=7b5606aa30701236467c56e3477ff155"
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	"41548"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2510_19980/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2510_19980/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790970595.9016
REQUEST_TIME	1790970595

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler