agent/papers/items/2026-2606-29961-duomem-towards-capable-on-device-memory-agents-via-dual-space-distillation.md

Paper: DuoMem: Towards Capable On-Device Memory Agents via Dual-Space Distillation

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type: paper title: "DuoMem: Towards Capable On-Device Memory Agents via Dual-Space Distillation" authors: Peyman Hosseini, Ondrej Bohdal, Ahmed Alajrami, Andrea Maracani, Ignacio Castro, Matthew Purver, Mete Ozay, Savas Ozkan, et al. year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.29961 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-29 updated_at: 2026-06-29 status: queued relevance: high topics:

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

benchmarks:

models:

datasets:

• cs.LG
• cs.AI related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 14 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, embodied-agent, memory
• arXiv categories: cs.LG, cs.AI
• collection score: 14

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/2606.29961