Visual Parallel Search: Learning to Search High-Resolution Images with Parallel Tile Inspection and Adaptive Zoom

arXiv:2609.37002 · cs.CV, cs.AI · Submitted 2026-09-29 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-09-29

Updated: 2026-09-30

Project page: https://xijia-tao.github.io/vps

Terminology

• Accuracy — 58× in this paper · explained in 1 episode
• Benchmark — 33× in this paper · explained in 2 episodes
• GRPO — 17× in this paper · explained in 6 episodes
• Aggregation — 8× in this paper · explained in 1 episode
• Actor — 6× in this paper · explained in 3 episodes
• Adaptation — 6× in this paper · explained in 1 episode
• Consistency — 4× in this paper · explained in 3 episodes
• Core — 3× in this paper · explained in 2 episodes
• Credit assignment — 2× in this paper · explained in 3 episodes
• Distillation — 2× in this paper · explained in 2 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Verifier — 2× in this paper · explained in 2 episodes
• AUC — 1× in this paper · explained in 2 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Agentic System — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Hamming Distance — 1× in this paper · explained in 2 episodes
• LoRA Adaptation — 1× in this paper · explained in 2 episodes
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• Provenance — 1× in this paper · explained in 3 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Training-Free Framework — 1× in this paper · explained in 2 episodes

Sources

• Multi-Agent Collaboration via Evolving Orchestration
• LoRA: Low-Rank Adaptation of Large Language Models
• MAS-Orchestra: Understanding and Improving Multi-Agent Reasoning Through Holistic Orchestration and Controlled Benchmarks
• TIR-Bench: A Comprehensive Benchmark for Agentic Thinking-with-Images Reasoning
• Proximal Policy Optimization Algorithms
• Thinking With Tools, Not With Pixels: Tool Calls as Text Scaffolds for Visual Reasoning
• DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
• ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
• Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
• WideSearch: Benchmarking Agentic Broad Info-Seeking
• Small Model as Master Orchestrator: Learning Unified Agent-Tool Orchestration with Parallel Subtask Decomposition
• Orchestra-o1: Omnimodal Agent Orchestration

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