SAVER proposes a conformal groundability gate plus submodular image selector that activates vision only when needed for multimodal named entity recognition and relation extraction, improving F1 while lowering compute.
Induced and reduced unbounded operator algebras
4 Pith papers cite this work. Polarity classification is still indexing.
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abstract
The induction and reduction precesses of an O*-vector space $\M$ obtained by means of a projection taken, respectively, in $\M$ itself or in its weak bounded commutant $\M'_\w$ are studied. In the case where $\M$ is a partial GW*-algebra, sufficient conditions are given for the induced and the reduced spaces to be partial GW*-algebras again.
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2026 4representative citing papers
SCALE disentangles emotion and cause representations in conversations and uses optimal transport for many-to-many global alignment, achieving SOTA on ECPEC benchmarks.
AnomalyAgent uses tool-augmented reinforcement learning with self-reflection to generate realistic industrial anomalies, achieving better metrics than zero-shot methods on MVTec-AD.
citing papers explorer
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SAVER: Selective As-Needed Vision Evidence for Multimodal Information Extraction
SAVER proposes a conformal groundability gate plus submodular image selector that activates vision only when needed for multimodal named entity recognition and relation extraction, improving F1 while lowering compute.
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Emotion-Cause Pair Extraction in Conversations via Semantic Decoupling and Graph Alignment
SCALE disentangles emotion and cause representations in conversations and uses optimal transport for many-to-many global alignment, achieving SOTA on ECPEC benchmarks.
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AnomalyAgent: Agentic Industrial Anomaly Synthesis via Tool-Augmented Reinforcement Learning
AnomalyAgent uses tool-augmented reinforcement learning with self-reflection to generate realistic industrial anomalies, achieving better metrics than zero-shot methods on MVTec-AD.
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