agent/papers/items/2026-2605-31075-task-focused-memorization-for-multimodal-agents.md

Paper: Task-Focused Memorization for Multimodal Agents

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type: paper title: Task-Focused Memorization for Multimodal Agents authors: Tao Zou, Yichen He, Tian Qiu, Yuan Lin, Hang Li year: 2026 venue: arXiv url: https://arxiv.org/abs/2605.31075 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-05-29 updated_at: 2026-05-29 status: queued relevance: high topics:

• agent-evaluation
• computer-use
• embodied-agent
• memory methods:

benchmarks:

models:

datasets:

• cs.CV related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 13 collection_queries: agent-memory

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: agent-memory
• inferred topics: agent-evaluation, computer-use, embodied-agent, memory
• arXiv categories: cs.CV
• collection score: 13

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2605.31075