…View arXiv page View PDF Project page Add to collection Community Why Agent Skills Are a Different Security Problem Most security tooling starts with a familiar question: does this artifact contain malware…
…View arXiv page View PDF Project page GitHub 36 Add to collection Community As video diffusion models (VDMs) advance toward world models, a key question arises: do they truly understand causality, or…
…This gap raises a fundamental question: how can we define visual stress in a principled way that captures the diverse factors encountered in physical environments? To address this question, we formulate visual…
…For data construction, we generate multi-hop questions via knowledge graph random walks and leverage search agent trajectories to build tiered distractors : documents the agent read but did not cite (high confusability…
…different frontier models excel on different question types, and no single model captures the full picture. We present SciOrch, a framework that trains a lightweight 8B model to orchestrate frontier LLMs for…
…AI-generated summary Deep search has become a crucial capability for frontier multimodal agents, enabling models to solve complex questions through active search, evidence verification, and multi-step reasoning. Despite rapid progress…
…AI-generated summary Most existing medical dialogue systems operate in a single-turn question--answering paradigm or rely on template-based datasets, limiting conversational realism and multilingual applicability. We introduce IndicMedDialog, a…
…To address this gap, we introduce PhySciBench, a benchmark highly relevant to physical science research , comprising 200 expert-curated questions, balanced between physics and chemistry, across six task categories that reflect real…
…A bookmark is structured as the answer to a question at a specific point in the storyline. For each current task, BOOKMARKS selects reusable existing bookmarks or initializes new ones (at storyline…
…These simple economic signals induce decentralized credit assignment , driving planning without global orchestration or explicit communication protocols. The population evolves through economic selection : effective agents accumulate wealth and are mutated via exploitation…