PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation

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Bibliographic Details
Main Authors:	Choi, Jiho, Park, Seojeong, Song, Seongjong, Shim, Hyunjung
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
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PosterGen: Aesthetic-Aware Multi-Modal Paper-to-Poster Generation via Multi-Agent LLMs
by: Zhang, Zhilin, et al.
Published: (2025)

PosterSum: A Multimodal Benchmark for Scientific Poster Summarization
by: Saxena, Rohit, et al.
Published: (2025)

PosterMate: Audience-driven Collaborative Persona Agents for Poster Design
by: Shin, Donghoon, et al.
Published: (2025)

3D-Aware Vision-Language Models Fine-Tuning with Geometric Distillation
by: Lee, Seonho, et al.
Published: (2025)

Precision matters: Precision-aware ensemble for weakly supervised semantic segmentation
by: Park, Junsung, et al.
Published: (2024)

Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers
by: Pang, Wei, et al.
Published: (2025)

Evaluating Image Hallucination in Text-to-Image Generation with Question-Answering
by: Lim, Youngsun, et al.
Published: (2024)

DreamCatalyst: Fast and High-Quality 3D Editing via Controlling Editability and Identity Preservation
by: Kim, Jiwook, et al.
Published: (2024)

Grounding Driving VLA via Inverse Kinematics
by: Park, Junsung, et al.
Published: (2026)

Classifier-guided CLIP Distillation for Unsupervised Multi-label Classification
by: Kim, Dongseob, et al.
Published: (2025)

What "Not" to Detect: Negation-Aware VLMs via Structured Reasoning and Token Merging
by: Kang, Inha, et al.
Published: (2025)

Addressing Image Hallucination in Text-to-Image Generation through Factual Image Retrieval
by: Lim, Youngsun, et al.
Published: (2024)

Sampling Bag of Views for Open-Vocabulary Object Detection
by: Choi, Hojun, et al.
Published: (2024)

Adapting low‐dose CT denoisers for texture preservation using zero‐shot local noise‐level matching
by: Youngjun Ko, et al.
Published: (2024)

Rethinking Data Augmentation for Robust LiDAR Semantic Segmentation in Adverse Weather
by: Park, Junsung, et al.
Published: (2024)

iPoster: Content-Aware Layout Generation for Interactive Poster Design via Graph-Enhanced Diffusion Models
by: Zhou, Xudong, et al.
Published: (2026)

Poster: SpiderSim: Multi-Agent Driven Theoretical Cybersecurity Simulation for Industrial Digitalization
by: Li, Jiaqi, et al.
Published: (2025)

APEX: Academic Poster Editing Agentic Expert
by: Shi, Chengxin, et al.
Published: (2026)

EfficientPosterGen: Semantic-aware Efficient Poster Generation via Token Compression and Accurate Violation Detection
by: Tang, Wenxin, et al.
Published: (2026)

Poster: ClawdGo: Endogenous Security Awareness Training for Autonomous AI Agents
by: Li, Jiaqi, et al.
Published: (2026)

No Thing, Nothing: Highlighting Safety-Critical Classes for Robust LiDAR Semantic Segmentation in Adverse Weather
by: Park, Junsung, et al.
Published: (2025)

R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs
by: Jo, Sumin, et al.
Published: (2025)

Poster: Enhancing GNN Robustness for Network Intrusion Detection via Agent-based Analysis
by: Zhan, Zhonghao, et al.
Published: (2025)

Robust Driving QA through Metadata-Grounded Context and Task-Specific Prompts
by: Yu, Seungjun, et al.
Published: (2025)

Demystifying Visual Features of Movie Posters for Multi-Label Genre Identification
by: Nareti, Utsav Kumar, et al.
Published: (2023)

POSTA: A Go-to Framework for Customized Artistic Poster Generation
by: Chen, Haoyu, et al.
Published: (2025)

Label-Augmented Dataset Distillation
by: Kang, Seoungyoon, et al.
Published: (2024)

Memory-Efficient Fine-Tuning for Quantized Diffusion Model
by: Ryu, Hyogon, et al.
Published: (2024)

Movie Recommendation with Poster Attention via Multi-modal Transformer Feature Fusion
by: Xia, Linhan, et al.
Published: (2024)

SlideGen: Collaborative Multimodal Agents for Scientific Slide Generation
by: Liang, Xin, et al.
Published: (2025)

MACC: Multi-Agent Collaborative Competition for Scientific Exploration
by: Oyama, Satoshi, et al.
Published: (2026)

Poster: Camera Tampering Detection for Outdoor IoT Systems
by: Attarha, Shadi, et al.
Published: (2026)

ECG-Agent: On-Device Tool-Calling Agent for ECG Multi-Turn Dialogue
by: Chung, Hyunseung, et al.
Published: (2026)

Evaluation Metrics for Automated Typographic Poster Generation
by: Rebelo, Sérgio M., et al.
Published: (2024)

StableSketcher: Enhancing Diffusion Model for Pixel-based Sketch Generation via Visual Question Answering Feedback
by: Park, Jiho, et al.
Published: (2025)

Poster: Long PHP webshell files detection based on sliding window attention
by: Wang, Zhiqiang, et al.
Published: (2025)

OrchMAS: Orchestrated Reasoning with Multi Collaborative Heterogeneous Scientific Expert Structured Agents
by: Feng, Yichao, et al.
Published: (2026)

PiFlow: Principle-Aware Scientific Discovery with Multi-Agent Collaboration
by: Pu, Yingming, et al.
Published: (2025)

Blind to Position, Biased in Language: Probing Mid-Layer Representational Bias in Vision-Language Encoders for Zero-Shot Language-Grounded Spatial Understanding
by: An, Na Min, et al.
Published: (2025)

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// 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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