No final model weights are uploaded to this repository yet. This page reserves the final model's release address; it is not a loadable model. The intended student is based on Qwen3.5-9B and learns from spatial specialists through selective multi-teacher distillation. Source-native G, S, A and joint SFT preparation adapters are separately staged in a private repository. They are not relabeled as the final MOPD model. Full native-output evaluation remains in progress. Final MOPD training and a weight-hash-bound evaluation report are required before weights appear here. Manuscript-reported results and controlled mechanism studies should not be interpreted as measurements of weights in this…
Independent publisher
William, RUAN
Knowin-29
Models in Library2
Datasets in Library0
Models on Hugging Face1
Followers—
Compare the published evidence
This profile connects the 2 model and dataset records shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.
Published tasks: Image and text to text.
Compare model specifications, source dates, and hardware estimates on the individual records. Publisher identity verification is separate from a model's quality, deployment readiness, or suitability for your work.
Models
No model weights or adapters are available to download. This repository contains a model card only. It is not a loadable Transformers model. No release date is promised, and no third-party weights have been uploaded. KnowinRouter jointly selects one capability expert and optional knowledge/perception under a bounded acquisition budget. The intended portfolio uses a shared Qwen3-VL-8B backbone and three independent LoRA adapters: General (continued pretraining), Spatial Reasoning, and Spatiotemporal. A frozen Qwen3-VL-2B descriptor feeds the utility router. After one acquisition round, the Packet Verifier retains valid evidence with positive predicted gain while keeping the expert fixed. The…