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Bibliographic Details
Main Authors:	Gao, Minghe, Li, Juncheng, Lin, Yuze, Liu, Xuqi, Ji, Jiaming, Pan, Xiaoran, Xu, Zihan, Li, Xian, Li, Mingjie, Ji, Wei, Wei, Rong, Tang, Rui, Wang, Qizhou, Shen, Kai, Xiao, Jun, Wu, Qi, Tang, Siliang, Zhuang, Yueting
Format:	Preprint
Published:	2025
Subjects:	Robotics Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2512.00076
Tags:	Add Tag No Tags, Be the first to tag this record!

De-fine: Decomposing and Refining Visual Programs with Auto-Feedback
by: Gao, Minghe, et al.
Published: (2023)

Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative Instructions
by: Li, Juncheng, et al.
Published: (2023)

InstructVid2Vid: Controllable Video Editing with Natural Language Instructions
by: Qin, Bosheng, et al.
Published: (2023)

SpatialFusion: Endowing Unified Image Generation with Intrinsic 3D Geometric Awareness
by: Qiu, Haiyi, et al.
Published: (2026)

What Limits Virtual Agent Application? OmniBench: A Scalable Multi-Dimensional Benchmark for Essential Virtual Agent Capabilities
by: Bu, Wendong, et al.
Published: (2025)

Generalist Virtual Agents: A Survey on Autonomous Agents Across Digital Platforms
by: Gao, Minghe, et al.
Published: (2024)

T2S-GPT: Dynamic Vector Quantization for Autoregressive Sign Language Production from Text
by: Yin, Aoxiong, et al.
Published: (2024)

KCM: KAN-Based Collaboration Models Enhance Pretrained Large Models
by: Dai, Guangyu, et al.
Published: (2025)

Iris: Breaking GUI Complexity with Adaptive Focus and Self-Refining
by: Ge, Zhiqi, et al.
Published: (2024)

STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training
by: Qiu, Haiyi, et al.
Published: (2024)

Fact :Teaching MLLMs with Faithful, Concise and Transferable Rationales
by: Gao, Minghe, et al.
Published: (2024)

WorldGPT: Empowering LLM as Multimodal World Model
by: Ge, Zhiqi, et al.
Published: (2024)

Towards Physically Executable 3D Gaussian for Embodied Navigation
by: Miao, Bingchen, et al.
Published: (2025)

HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data
by: Yu, Qifan, et al.
Published: (2023)

GMFVAD: Using Grained Multi-modal Feature to Improve Video Anomaly Detection
by: Dai, Guangyu, et al.
Published: (2025)

Chart-HQA: A Benchmark for Hypothetical Question Answering in Charts
by: Chen, Xiangnan, et al.
Published: (2025)

SOYO: A Tuning-Free Approach for Video Style Morphing via Style-Adaptive Interpolation in Diffusion Models
by: Zheng, Haoyu, et al.
Published: (2025)

InstructSAM: Segment Any Instance with Any Instructions
by: Yuan, Yuqian, et al.
Published: (2026)

Auto-Encoding Morph-Tokens for Multimodal LLM
by: Pan, Kaihang, et al.
Published: (2024)

FocusDiff: Advancing Fine-Grained Text-Image Alignment for Autoregressive Visual Generation through RL
by: Pan, Kaihang, et al.
Published: (2025)

Robust Modality-incomplete Anomaly Detection: A Modality-instructive Framework with Benchmark
by: Miao, Bingchen, et al.
Published: (2024)

Momentor: Advancing Video Large Language Model with Fine-Grained Temporal Reasoning
by: Qian, Long, et al.
Published: (2024)

AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea
by: Yu, Qifan, et al.
Published: (2024)

Bridging Local Details and Global Context in Text-Attributed Graphs
by: Wang, Yaoke, et al.
Published: (2024)

DuetRAG: Collaborative Retrieval-Augmented Generation
by: Jiao, Dian, et al.
Published: (2024)

OmniMoGen: Unifying Human Motion Generation via Learning from Interleaved Text-Motion Instructions
by: Bu, Wendong, et al.
Published: (2025)

Mastering Collaborative Multi-modal Data Selection: A Focus on Informativeness, Uniqueness, and Representativeness
by: Yu, Qifan, et al.
Published: (2024)

LASER: Tuning-Free LLM-Driven Attention Control for Efficient Text-conditioned Image-to-Animation
by: Zheng, Haoyu, et al.
Published: (2024)

Align$^2$LLaVA: Cascaded Human and Large Language Model Preference Alignment for Multi-modal Instruction Curation
by: Huang, Hongzhe, et al.
Published: (2024)

CrossView Suite: Harnessing Cross-view Spatial Intelligence of MLLMs with Dataset, Model and Benchmark
by: Wang, Wei, et al.
Published: (2026)

Janus-Pro-R1: Advancing Collaborative Visual Comprehension and Generation via Reinforcement Learning
by: Pan, Kaihang, et al.
Published: (2025)

Fast Thinking for Large Language Models
by: Zheng, Haoyu, et al.
Published: (2025)

MoA: Heterogeneous Mixture of Adapters for Parameter-Efficient Fine-Tuning of Large Language Models
by: Cao, Jie, et al.
Published: (2025)

Towards Meta-Cognitive Knowledge Editing for Multimodal LLMs
by: Fan, Zhaoyu, et al.
Published: (2025)

CORE: Code-based Inverse Self-Training Framework with Graph Expansion for Virtual Agents
by: Wang, Keyu, et al.
Published: (2026)

Ask Questions with Double Hints: Visual Question Generation with Answer-awareness and Region-reference
by: Shen, Kai, et al.
Published: (2024)

MAKIMA: Tuning-free Multi-Attribute Open-domain Video Editing via Mask-Guided Attention Modulation
by: Zheng, Haoyu, et al.
Published: (2024)

IDEAL: Leveraging Infinite and Dynamic Characterizations of Large Language Models for Query-focused Summarization
by: Cao, Jie, et al.
Published: (2024)

TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and Competition
by: Lin, Tianwei, et al.
Published: (2024)

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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