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Bibliographic Details
Main Authors:	Meng, Ziqiao, Wang, Qichao, Dou, Zhiyang, Song, Zixing, Zhou, Zhipeng, King, Irwin, Zhao, Peilin
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	https://arxiv.org/abs/2503.08594
Tags:	Add Tag No Tags, Be the first to tag this record!

NTPP: Generative Speech Language Modeling for Dual-Channel Spoken Dialogue via Next-Token-Pair Prediction
by: Wang, Qichao, et al.
Published: (2025)

Semi-supervised Instruction Tuning for Large Language Models on Text-Attributed Graphs
by: Song, Zixing, et al.
Published: (2026)

ARMesh: Autoregressive Mesh Generation via Next-Level-of-Detail Prediction
by: Lei, Jiabao, et al.
Published: (2025)

QuadLink: Autoregressive Quad-Dominant Mesh Generation via Point-Relation Learning
by: Zhang, Yiheng, et al.
Published: (2026)

Continual Optimization with Symmetry Teleportation for Multi-Task Learning
by: Zhou, Zhipeng, et al.
Published: (2025)

DetailFlow: 1D Coarse-to-Fine Autoregressive Image Generation via Next-Detail Prediction
by: Liu, Yiheng, et al.
Published: (2025)

VoxEval: Benchmarking the Knowledge Understanding Capabilities of End-to-End Spoken Language Models
by: Cui, Wenqian, et al.
Published: (2025)

Recent Advances in Speech Language Models: A Survey
by: Cui, Wenqian, et al.
Published: (2024)

SegNSP: Revisiting Next Sentence Prediction for Linear Text Segmentation
by: Isidro, José, et al.
Published: (2026)

Energy-Guided Generative Modeling for Low-Energy Molecular Structure Discovery
by: Xu, Guikun, et al.
Published: (2025)

A Survey on Vision-Language-Action Models for Embodied AI
by: Ma, Yueen, et al.
Published: (2024)

Invaria: Learning Scale and Density Invariance in Point Clouds via Next-Resolution Prediction
by: Chang, Chun-Peng, et al.
Published: (2026)

Dynamic Realms: 4D Content Analysis, Recovery and Generation with Geometric, Topological and Physical Priors
by: Dou, Zhiyang
Published: (2024)

ScaleMoGen: Autoregressive Next-Scale Prediction for Human Motion Generation
by: Hwang, Inwoo, et al.
Published: (2026)

Geometric Prior Based Deep Human Point Cloud Geometry Compression
by: Wu, Xinju, et al.
Published: (2023)

Generate Point Clouds with Multiscale Details from Graph-Represented Structures
by: Yang, Ximing, et al.
Published: (2021)

Bilevel Optimization over Saddle Points of Zero-Sum Markov Games
by: Zheng, Zihao, et al.
Published: (2026)

UPP: Unified Point-Level Prompting for Robust Point Cloud Analysis
by: Ai, Zixiang, et al.
Published: (2025)

PointBA: Towards Backdoor Attacks in 3D Point Cloud
by: Li, Xinke, et al.
Published: (2021)

Modeling Continuous Motion for 3D Point Cloud Object Tracking
by: Luo, Zhipeng, et al.
Published: (2023)

Next-Scale Autoregressive Models for Text-to-Motion Generation
by: Zheng, Zhiwei, et al.
Published: (2026)

Point-Level Topological Representation Learning on Point Clouds
by: Grande, Vincent P., et al.
Published: (2024)

PVINet: Point-Voxel Interlaced Network for Point Cloud Compression
by: Deng, Xuan, et al.
Published: (2025)

Rectified Point Flow: Generic Point Cloud Pose Estimation
by: Sun, Tao, et al.
Published: (2025)

ScaMo: Exploring the Scaling Law in Autoregressive Motion Generation Model
by: Lu, Shunlin, et al.
Published: (2024)

Autoregressive Video Generation beyond Next Frames Prediction
by: Ren, Sucheng, et al.
Published: (2025)

PointDC:Unsupervised Semantic Segmentation of 3D Point Clouds via Cross-modal Distillation and Super-Voxel Clustering
by: Chen, Zisheng, et al.
Published: (2023)

Small but Mighty: Enhancing 3D Point Clouds Semantic Segmentation with U-Next Framework
by: Zeng, Ziyin, et al.
Published: (2023)

TripleMixer: A 3D Point Cloud Denoising Model for Adverse Weather
by: Zhao, Xiongwei, et al.
Published: (2024)

PointRegGPT: Boosting 3D Point Cloud Registration using Generative Point-Cloud Pairs for Training
by: Chen, Suyi, et al.
Published: (2024)

Register Any Point: Scaling 3D Point Cloud Registration by Flow Matching
by: Pan, Yue, et al.
Published: (2025)

Rethinking Point Clouds as Sequences: A Causal Next-Token Predictive Learning Framework
by: Yao, Yumeng, et al.
Published: (2026)

Generating Adversarial Point Clouds Using Diffusion Model
by: Zhao, Ruiyang, et al.
Published: (2025)

GenAR: Next-Scale Autoregressive Generation for Spatial Gene Expression Prediction
by: Ouyang, Jiarui, et al.
Published: (2025)

VideoAR: Autoregressive Video Generation via Next-Frame & Scale Prediction
by: Ji, Longbin, et al.
Published: (2026)

Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction
by: Tian, Keyu, et al.
Published: (2024)

Point2Primitive: CAD Reconstruction from Point Cloud by Direct Primitive Prediction
by: Ma, Xinzhu, et al.
Published: (2025)

Point-SAM: Promptable 3D Segmentation Model for Point Clouds
by: Zhou, Yuchen, et al.
Published: (2024)

PO3AD: Predicting Point Offsets toward Better 3D Point Cloud Anomaly Detection
by: Ye, Jianan, 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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