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FS-DVS: A Frequency-Selective Dynamic Visual Sensing Paradigm for Enhancing Information Completeness
arXiv:2606.06856v1 Announce Type: new Abstract: Dynamic vision sensors (DVS) offer exceptional temporal resolution and dynamic range by asynchronously reporting pixel-level intensity changes. However, conventional DVS rely on a per-pixel independent triggering mechanism, ignoring the spatial integration performed by biological retinal ganglion cells (RGCs). Consequently, they lack the contrast sensitivity function (CSF) and its inherent sensitivity to mid-spatial frequencies, which...
FS KKR Is Selling $400 Million Bonds in Rare Junk-Rated BDC Deal
The KKR & Co. logo on a smartphone arranged in the Brooklyn borough of New York, US, on Wednesday, July 12, 2023. KKR & Co. is exploring options for its majority stake in a commercial lighting manufacturer in China including a potential sale, according to people familiar with the matter. Gabby Jones/Bloomberg
A Baseline Study and Benchmark for Few-Shot Open-Set Action Recognition with Feature Residual Discrimination
arXiv:2603.04125v2 Announce Type: replace Abstract: Few-Shot Action Recognition (FS-AR) has shown promising results but is often limited by a closed-set assumption that fails in real-world open-set scenarios. While Few-Shot Open-Set (FSOS) recognition is well-established for images, its extension to spatio-temporal video data remains underexplored. To address this, we propose an architectural extension based on a Feature-Residual Discriminator (FR-Disc), adapting previous work on skeletal...
Dawn Airey, the ‘fearless’ TV veteran charged with protecting the arts
Former Channel 5 chief is tipped to ‘break things that need to be broken’ as new chair of Arts Council England When Dawn Airey ran Channel 5, she famously described the channel’s core strengths as the three Fs: “films, football and fucking”. The comment by the veteran television executive, who has just been appointed chair of Arts Council England (Ace), set the tone for a career defined by boldness and commercial instinct.
McKesson Unit Prices $2.25 Billion Leveraged Loan Ahead of IPO
Nurse injecting medicine into tube of patient; rf IV hospital Photographer: FS Productions/Tetra images RF
Rethinking Multimodal Few-Shot 3D Point Cloud Segmentation: From Fused Refinement to Decoupled Arbitration
Announce Type: replace Abstract: In this paper, we revisit multimodal few-shot 3D point cloud semantic segmentation (FS-PCS), identifying a conflict in "Fuse-then-Refine" paradigms: the "Plasticity-Stability Dilemma." In addition, CLIP's inter-class confusion can result in semantic blindness. To address these issues, we present the Decoupled-experts Arbitration Few-Shot SegNet (DA-FSS), a model that effectively distinguishes between semantic and geometric paths and mutually regularizes their...
Hierarchical Mask-Enhanced Dual Reconstruction Network for Few-Shot Fine-Grained Image Classification
arXiv:2506.20263v2 Announce Type: replace Abstract: Few-shot fine-grained image classification (FS-FGIC) is challenging as it requires distinguishing visually similar subclasses with extremely limited labeled examples. Existing methods suffer from critical limitations: metric-based methods lose spatial information and misalign local features, while reconstruction-based methods underuse hierarchical feature information and lack selective focus on discriminative key regions. We propose the...
Dawn Airey, the ‘fearless’ TV veteran charged with protecting the arts
Former Channel 5 chief is tipped to ‘break things that need to be broken’ as new chair of Arts Council England When Dawn Airey ran Channel 5, she famously described the channel’s core strengths as the three Fs: “films, football and fucking”. The comment by the veteran television executive, who has just been appointed chair of Arts Council England (Ace), set the tone for a career defined by boldness and commercial instinct.
Interpretable Analytic Calabi-Yau Metrics via Symbolic Distillation
Announce Type: replace Abstract: The pointwise determinant ratio \[ R_\psi(z)\equiv \log\!\left(\frac{\det g_{\mathrm{RF}}(z;\psi)}{\det g_{\mathrm{FS}}(z)}\right) \] measures how the Ricci-flat metric on the Dwork quintic departs from the Fubini--Study baseline. We ask whether this scalar observable can be described compactly in terms of a small number of projective invariants, and whether the same scaffold remains usable across complex-structure moduli. Using Donaldson's $k=10$ balanced...
Structured Semantic Information Helps Retrieve Better Examples for In-Context Learning Applied to Few-Shot Relation Extraction
Announce Type: replace Abstract: This paper presents several strategies to automatically obtain additional examples for in-context learning, effectively transforming relation extraction from a 1-shot to a few-shot setting. Specifically, we introduce a novel strategy for example selection, in which new examples are selected based on the similarity of their underlying syntactic-semantic structure to the provided 1-shot example. We show that our strategy results in complementary word choices...