Author

Nishant Sankaran

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#artificial intelligence Review Oct 2026

DSV-Mem: Evaluating Multimodal Memory in Professional Workflows for MLLM Agents

Conversational MLLM agents are increasingly expected to assist in professional workflows, from AI research and engineering design to product management and business operations. Yet this capability remains underexplored: existing benchmarks largely focus on informal, everyday interactions and personal-life scenarios fea...

Ji-Ke Zhong, Ritwick Chaudhry, Xuan-Bai Chen et al. · 0 citations

#artificial intelligence Preprint Oct 2026

ALoDLM: Adaptively Looped Diffusion Language Models

Diffusion language models (DLMs) enable fast generation by predicting multiple tokens in parallel, but their practical adoption remains limited by a persistent quality gap relative to comparably sized autoregressive (AR) models. We attribute this gap to a computation-difficulty mismatch: within a partially observed seq...

Lian-Cheng Fang, Zhuo-Wei Li, Youngeun Kim et al. · 0 citations