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Qwen3-1.7B Fine-Tuned on Raw, Uncaptioned Video Gains 5.1 Points on Image Benchmarks
Researchers trained Qwen3-1.7B on YT-Temporal-1B video with no text or captions: +5.1 points on ten image benchmarks, +2.9 on video, and no drop in text skills.

PCAsplat Cleans Up Gaussian Splat "Floaters" With Local PCA on Three Benchmarks
The PCAsplat regularizer uses differentiable local PCA to pull Gaussians toward the surface and remove floater artifacts on DTU, Tanks and Temples, and NeRF…

Researchers Extend DINOv2's CLS Token with Regions of Interest for Image Retrieval
An arXiv preprint adds local ROI tokens to the [CLS] and four register tokens of DINOv2-reg and searches over them ColBERT-style. No boxes, detectors, or stored…

Distilled Diffusion Models Learn to Forget Unwanted Concepts via DPO

SPLIT-RL Teaches VLMs to See and Reason Separately: +1.4–6.1 pp Over GRPO

Flow matching: velocity scaling cuts FID from 28.0 to 12.2 on ImageNet-256

VICO Trains VLMs on Rewritable Images: Up to +5.0% on New Tasks

DOGS Beats 9 Baseline Methods at Logo Generation Across Two Renderers
DOGS drops prompt rewriting: a GFlowNet samples a logo design graph and penalizes similarity to existing marks. The authors compared it with nine baseline methods.

MESSENGER cuts 3D motion forecasting error by 71.6% on nuScenes
Researchers propose MESSENGER: scene flow estimation with a memory buffer and autoregression. On nuScenes, long-term EPE3D error fell 71.6%; on Argoverse 2, 67.7%.

OcuFlow Removes Eyeglass Glare in One Step and Wins 67.32% of Votes in a Blind Test

Researchers release VR180 dataset shot on Blackmagic cameras: 1211 stereo samples

SLVR Adds 14.2 Points on BLINK Relation to Qwen2.5-VL-7B Without Text CoT

Google Releases a Workplace AI Agent for Enterprises, but Pricing and Integrations Remain Open Questions

Nullify Erases Knowledge From LLMs Without Retraining, Using Null-Space Vectors
Nullify makes an LLM "forget" private data at inference time: the weights stay unchanged, and forgetting quality on TOFU and MUSE matches baseline methods.

Multimodal Alzheimer's AI model reaches 0.935 AUROC on 2649 patients
A new framework combines MRI, clinical transformers and ODE-GRU. On ADNI, OASIS-2 and MIRIAD, diagnostic AUROC is 0.935, but on the external OASIS-3 cohort it drops…









