…A Community-Driven Framework for Tool-Using AI Agents (2026) Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-based Multi-Agent Systems (2026) Please give a thumbs up to…
…In this v1 we benchmark four commercial and open-source systems (ElevenLabs v3, Cartesia Sonic-3, Sarvam Bulbul, Indic Parler-TTS) on Hindi, Telugu, and Tamil pilot sets, with a fifth system…
…AI-generated summary We investigate the scaling properties of implicit deductive reasoning over Horn clauses in depth-bounded Transformers . By systematically decorrelating provability from spurious features and enforcing algorithmic alignment , we find…
…Test-Time Co-evolution of Multi-Agent System at Individual, Team, and Population Scales (2026) AgentSociety: Incentivizing Agentic Social Intelligence (2026) When Agent Markets Arrive (2026) MarketBench: Evaluating AI Agents as Market…
…As if AI and LLMs aren't already know for generating false info and in fighting. This doesn't help that case. This comment has been hidden How do I attach images…
…significant limitations in MLLMs' ability to accurately interpret complex STEM handwritten solutions, prompting a hybrid approach combining automated recognition with minimal human oversight for improved educational grading systems. AI-generated summary Multimodal…
…while OP(S)D has shown promise in system prompt and knowledge internalization, recent studies also report instability and degradation. In this work, we present a comprehensive empirical study of when OPD…
…AI-generated summary While self-supervised pretraining has reduced vision systems' reliance on synthetic data, simulation remains an indispensable tool for closed-loop optimization and rigorous out-of-distribution (OOD) evaluation. However…
…AI-generated summary Distributed blackbox consensus optimization is a fundamental problem in multi-agent systems, where agents must improve a global objective using only local objective queries and limited neighbor communication. Existing…
…A Security Evaluation Framework for Autonomous AI Agents in Real Executable Environments (2026) SafeAgent: A Runtime Protection Architecture for Agentic Systems (2026) Please give a thumbs up to this comment if you…
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