:: Library Catalog

Saved in:

Bibliographic Details
Main Authors:	Singh, Shruti, Kumar, Shantanu
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Multimedia
Online Access:	https://arxiv.org/abs/2502.07634
Tags:	Add Tag No Tags, Be the first to tag this record!

PTSBench: A Comprehensive Post-Training Sparsity Benchmark Towards Algorithms and Models
by: Wnag, Zining, et al.
Published: (2024)

OpenAVS: Training-Free Open-Vocabulary Audio Visual Segmentation with Foundational Models
by: Chen, Shengkai, et al.
Published: (2025)

OOD-GraphLLM: Graph Large Language Model for Out-of-Distribution Generalized Drug Synergy Prediction
by: Wang, Xin, et al.
Published: (2026)

Atom: Efficient On-Device Video-Language Pipelines Through Modular Reuse
by: Panchal, Kunjal, et al.
Published: (2025)

Enhancing Cross-Prompt Transferability in Vision-Language Models through Contextual Injection of Target Tokens
by: Yang, Xikang, et al.
Published: (2024)

P$^2$U: Progressive Precision Update For Efficient Model Distribution
by: Afrabandpey, Homayun, et al.
Published: (2025)

Concept Drift Guided LayerNorm Tuning for Efficient Multimodal Metaphor Identification
by: Qian, Wenhao, et al.
Published: (2025)

VIVAT: Virtuous Improving VAE Training through Artifact Mitigation
by: Novitskiy, Lev, et al.
Published: (2025)

Deep Generative Modeling Reshapes Compression and Transmission: From Efficiency to Resiliency
by: Dai, Jincheng, et al.
Published: (2024)

A review on Machine Learning based User-Centric Multimedia Streaming Techniques
by: Ghosh, Monalisa, et al.
Published: (2024)

Storybooth: Training-free Multi-Subject Consistency for Improved Visual Storytelling
by: Singh, Jaskirat, et al.
Published: (2025)

SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms
by: Batra, Arnesh, et al.
Published: (2025)

Live Music Diffusion Models: Efficient Fine-Tuning and Post-Training of Interactive Diffusion Music Generators
by: Novack, Zachary, et al.
Published: (2026)

Episode-specific Fine-tuning for Metric-based Few-shot Learners with Optimization-based Training
by: Zhuang, Xuanyu, et al.
Published: (2025)

Training Data Efficiency in Multimodal Process Reward Models
by: Li, Jinyuan, et al.
Published: (2026)

Demonstration of MaskSearch: Efficiently Querying Image Masks for Machine Learning Workflows
by: Wei, Lindsey Linxi, et al.
Published: (2024)

ModalImmune: Immunity Driven Unlearning via Self Destructive Training
by: Fu, Rong, et al.
Published: (2026)

L3GS: Layered 3D Gaussian Splats for Efficient 3D Scene Delivery
by: Tsai, Yi-Zhen, et al.
Published: (2025)

Compression of Higher Order Ambisonics with Multichannel RVQGAN
by: Hirvonen, Toni, et al.
Published: (2024)

Modeling Musical Genre Trajectories through Pathlet Learning
by: Marey, Lilian, et al.
Published: (2025)

Blurb-Refined Inference from Crowdsourced Book Reviews using Hierarchical Genre Mining with Dual-Path Graph Convolutions
by: Kumar, Suraj, et al.
Published: (2025)

HeLo: Heterogeneous Multi-Modal Fusion with Label Correlation for Emotion Distribution Learning
by: Zheng, Chuhang, et al.
Published: (2025)

Source Separation of Multi-source Raw Music using a Residual Quantized Variational Autoencoder
by: Berti, Leonardo
Published: (2024)

Bridging Compressed Image Latents and Multimodal Large Language Models
by: Kao, Chia-Hao, et al.
Published: (2024)

DRAGON: Distributional Rewards Optimize Diffusion Generative Models
by: Bai, Yatong, et al.
Published: (2025)

Turbo your multi-modal classification with contrastive learning
by: Zhang, Zhiyu, et al.
Published: (2024)

GUISE: Graph GaUssIan Shading watErmark
by: Yang, Renyi
Published: (2024)

FedMAC: Tackling Partial-Modality Missing in Federated Learning with Cross-Modal Aggregation and Contrastive Regularization
by: Nguyen, Manh Duong, et al.
Published: (2024)

FlexCache: Flexible Approximate Cache System for Video Diffusion
by: Sun, Desen, et al.
Published: (2024)

Zero-Shot Relational Learning for Multimodal Knowledge Graphs
by: Cai, Rui, et al.
Published: (2024)

Group Benefits Instances Selection for Data Purification
by: Cai, Zhenhuang, et al.
Published: (2024)

MCAD: Multimodal Context-Aware Audio Description Generation For Soccer
by: Chaudhary, Lipisha, et al.
Published: (2025)

Deconfounded Reasoning for Multimodal Fake News Detection via Causal Intervention
by: Liu, Moyang, et al.
Published: (2025)

Machine Learning-Based Prediction of Quality Shifts on Video Streaming Over 5G
by: Mustafa, Raza Ul, et al.
Published: (2025)

Balanced Multimodal Learning: An Unidirectional Dynamic Interaction Perspective
by: Wang, Shijie, et al.
Published: (2025)

Hybrid Feedback-Guided Optimal Learning for Wireless Interactive Panoramic Scene Delivery
by: Wu, Xiaoyi, et al.
Published: (2026)

HyperFusion: Hierarchical Multimodal Ensemble Learning for Social Media Popularity Prediction
by: Ye, Liliang, et al.
Published: (2025)

Cross-Space Synergy: A Unified Framework for Multimodal Emotion Recognition in Conversation
by: Lyu, Xiaosen, et al.
Published: (2025)

GAME-ON: Graph Attention Network based Multimodal Fusion for Fake News Detection
by: Dhawan, Mudit, et al.
Published: (2022)

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
VUFIND_SESSION	"4ad4851e5e3018687658ae0b1c27d336"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1784388105.5023 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "4ad4851e5e3018687658ae0b1c27d336" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1583}
SessionHelper	Laminas\Stdlib\ArrayObject {#1772}

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	"VUFIND_SESSION=4ad4851e5e3018687658ae0b1c27d336; language=en; ui=standard"
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	"216.73.217.30"
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	"16326"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2502_07634/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2502_07634/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1784388105.4979
REQUEST_TIME	1784388105

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"4ad4851e5e3018687658ae0b1c27d336"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1784388105.5023 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "4ad4851e5e3018687658ae0b1c27d336" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1583}
SessionHelper	Laminas\Stdlib\ArrayObject {#1772}

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	"VUFIND_SESSION=4ad4851e5e3018687658ae0b1c27d336; language=en; ui=standard"
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	"216.73.217.30"
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	"16326"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2502_07634/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2502_07634/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1784388105.4979
REQUEST_TIME	1784388105

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: