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Framework is a company that produces modular laptops designed so users can replace components like the motherboard, display, and keyboard.
…We further propose ObsMem, an observer-grounded memory framework that maintains visibility-aware memories and action-native state trails for state-aware decisions . Experiments reveal persistent challenges in partial observability , overwritten world…
Papers arxiv:2605.28773 Rethinking Memory as Continuously Evolving Connectivity Published on May 27 Submitted by Ningyu Zhang on May 28 alibaba-inc Authors: , , , , , , , , , , , , , , Ningyu Zhang Abstract FluxMem is a memory framework…
…To improve supervision quality, we further introduce a completion-based data refinement framework. This framework trains a video depth completion teacher that conditions on sparse and noisy annotations and exploits video/ multi…
…Jiahao Ying , Boxian Ai , , , Abstract OpenSkillEval is an automatic evaluation framework that assesses skill-augmented agent systems and skills across diverse real-world applications, revealing that skill availability doesn't guarantee effective…
…A Visual-Centric Evaluation Framework for Multimodal Agent Memory (2026) Deep-Reporter: Deep Research for Grounded Multimodal Long-Form Generation (2026) Towards Knowledgeable Deep Research: Framework and Benchmark (2026) HiCrew: Hierarchical Reasoning…
…We propose a novel framework that transforms memory pipelines into executable memory evolution graphs , enabling fine-grained tracing of operational information flow . We then construct MemTraceBench , a benchmark collected from representative memory…
…Jie Zhu , , , , , , , Abstract ESC-Skills is a skill-centric framework that discovers and self-evolves executable emotional support skills through intervention units and multi-profile refinement to improve interpretability and dialogue outcomes…
…Unpaired Visual Editing with Flow Matching Published on Jun 2 Submitted by Yoad Tewel on Jun 3 NVIDIA Authors: , , , Abstract Bootstrap Your Generator framework enables unpaired training of flow matching editing models…
…Guided by this framework, we introduce FORT , a Framework of Shortcut-Resistant Training-Data Synthesis. FORT constructs shortcut-resistant training data by controlling shortcut risks across entity selection, evidence graph construction, question…
…Tianci Liu , , , , , , , Abstract Page-level slide personalization is addressed through a novel framework that formulates the problem as inverse planning and uses a multi-agent reinforcement learning approach to learn design intents…