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How Transparent is DiffusionGemma?

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How Transparent is DiffusionGemma?

·8 min read·Joshua Engels, Callum McDougall, Bilal Chughtai et al.

This paper investigates the transparency of DiffusionGemma, a large text diffusion model developed by Google DeepMind, in comparison to standard autoregressive language models like Gemma 4

researchdiffusion-modelslanguage-model-interpretabilitymonitorabilitylatent-reasoning

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Interpretable Meta-Learning for Multi-Objective Chemical Search

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Interpretable Meta-Learning for Multi-Objective Chemical Search

·8 min read·Antonio Varagnolo, Yulia Pimonova, Michael G. Taylor et al.

This work tackles the challenge of multi-objective molecular discovery under computational restrictions and data scarcity by introducing an interpretable and data-efficient meta-learning framework …

researchmeta-learningmulti-objective-optimizationchemical-informaticsuncertainty-quantification

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LLM agent safety, multi-turn red-teaming, jailbreak benchmarks, adversarial robustness, safety-critical systems

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LLM agent safety, multi-turn red-teaming, jailbreak benchmarks, adversarial robustness, safety-critical systems

·8 min read·Hanwool Lee, Dasol Choi, Bokyeong Kim et al.

This paper addresses the safety and robustness of large language model (LLM) agents deployed as operators in multi-agent teams for safety-critical systems, focused on nuclear power plant control ro…

researchllm-agent-safetymulti-turn-red-teamingadversarial-robustnesssafety-critical-systems

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Mixed Floquet Lattice model for gapless topology

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Mixed Floquet Lattice model for gapless topology

·7 min read·Goutham Vinjamuri, Ashutosh Dubey, Ankur Das

This work studies the realization and characterization of time-reversal-broken Weyl semimetals in Floquet synthetic dimensions generated by two incommensurate periodic drives applied to a one-dimen…

researchfloquet-topologyweyl-semimetalsynthetic-dimensionsgapless-topology

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Multi-Granular Attention-Driven Reinforcement Learning Framework for Web Intelligent Enhancement Systems

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Multi-Granular Attention-Driven Reinforcement Learning Framework for Web Intelligent Enhancement Systems

·7 min read·Navin Chhibber, Deepak Singh, Anokh Kishore et al.

This paper addresses the challenges of semantic understanding, adaptability, and scalability faced by traditional ML, deep learning, and reinforcement learning methods in dynamic and heterogeneous …

researchweb-intelligencemulti-agent-reinforcement-learninggraph-attention-networkssemantic-graph-modeling

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