…A Representation-Pivoted Autoencoder Enhancing Both Image Generation and Editing (2026) HMPDM: A Diffusion Model for Driving Video Prediction with Historical Motion Priors (2026) Seen-to-Scene: Keep the Seen, Generate the…
…AI-generated summary Recent LLM-based agents have closed substantial portions of the scientific discovery loop in software-only machine-learning research, in chemistry, and in biology. Extending the same loop to…
…AI-generated summary Adapting pretrained models typically involves a trade-off between the high training costs of backpropagation and the heavy inference overhead of memory-based or in-context learning . We propose…
…AI-generated summary Robot imitation data are often multimodal: similar visual-language observations may be followed by different action chunks because human demonstrators act with different short-horizon intents , task phases, or…
…AI-generated summary Surgical resection remains the only potentially curative treatment for pancreatic ductal adenocarcinoma (PDAC), and eligibility depends on accurate assessment of vascular invasion (VI), i.e., tumor extension into adjacent…
…when the model generates a function call, there's currently no verifiable record that a human principal authorized that specific action. a compromised system prompt or injected instruction produces a call that…
…AI-generated summary Code search has usually been evaluated as first-stage retrieval , even though production systems rely on broader pipelines with reranking and developer-style queries. Existing benchmarks also suffer from…
…AI-generated summary Reinforcement learning fine-tuning has become the dominant approach for aligning diffusion models with human preferences. However, assessing images is intrinsically a multi-dimensional task , and multiple evaluation criteria…
…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…
…Foundation, Evolution, Mechanism, Ability, and Outlook (2026) Semantic-Aware Prefix Learning for Token-Efficient Image Generation (2026) Diffusion Language Models for Speech Recognition (2026) LangFlow: Continuous Diffusion Rivals Discrete in Language Modeling…
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