Evaluating Confidence-Gated Retrieval with Matched Trajectory Replay
arXiv:2608.26846v1 Announce Type: cross Abstract: Interactive language-model agents use confidence signals to decide whether to answer immediately, retrieve additional evidence…
4DStreamCtrl: Interactive Video Generation with Online 4D Control
arXiv:2608.25479v2 Announce Type: replace-cross Abstract: Generative video models now synthesize footage nearly indistinguishable from reality. Their promise as interactive tools…
ATLAS: Automated Approximation of Transformers for Efficient Homomorphic Inference in One Hour
arXiv:2607.23478v2 Announce Type: replace-cross Abstract: Fully homomorphic encryption (FHE) lets a server run inference on encrypted data with strong privacy…
C-Unseen: Weak Signal Detection in Dynamic Temporal Knowledge Graphs via LLM Reasoning
arXiv:2608.26870v1 Announce Type: new Abstract: Weak signals are early, low-visibility indicators that precede significant changes before those changes become established.…
Enhancing reproducibility in hybrid Earth system models
Nature Machine Intelligence, Published online: 28 August 2026; doi:10.1038/s42256-026-01299-5 AI integration in Earth system models enhances prediction and modelling capabilities…
Large language models as uncertainty-calibrated optimizers for experimental discovery
Nature Machine Intelligence, Published online: 28 August 2026; doi:10.1038/s42256-026-01283-z Although language models can be helpful in molecular design, they are…
RAGSentinel: Certifiable Geometric Consensus for Robust Retrieval-Augmented Generation
arXiv:2608.23965v1 Announce Type: cross Abstract: Retrieval-augmented generation (RAG) improves the factuality of large language models by grounding responses in external…
EviPathBench: Benchmarking Evidence Acquisition and Reasoning in Vision-Language Models for Whole-Slide Pathology
arXiv:2607.19261v4 Announce Type: replace-cross Abstract: Whole-slide image (WSI) diagnosis requires identifying diagnostically relevant regions, examining them across magnifications, and integrating…
Minimal Decision Dynamics and Contextual Probability: A Quantum Tug-of-War Model
arXiv:2601.10034v3 Announce Type: replace-cross Abstract: Decision making often exhibits context dependence that is difficult to accommodate within a single non-invasive…