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20212026
most citedMeta-Learning 3D Shape Segmentation Functions

4 citations · 9 across the 21 of their papers we have counts for

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10 papers · 1 filter

cs.RO2026

Continual Humanoid Motion Learning

Zhewen He, Hao Huang, Geeta Chandra Raju Bethala +4

Humanoid whole-body controllers can now track a diverse set of dynamic motions, but they are typically trained offline and then frozen, so teaching such a controller a new skill te…

cs.RO2026

Keep the Effect, Drop the Actor: Programmable Effect-to-Execution World-Action Models

Junyi Hu, Zhewen He, Zhenhua Li +1

A robot demonstration records two things in the same frames: what happened to the objects, and how one particular arm made it happen. We condition on the first. A demonstration is…

cs.CV2026

CST-WM: A Causally Structured World Model for Embodied Visual Tracking

Junyi Hu, Shuaihang Yuan, Yi Fang +1

Embodied visual tracking requires a robot to choose actions that keep a moving target observable at a suitable distance, and to recover it after occlusion, out-of-view drift, or di…

cs.CV2026

DINO Eats Geometry: Self-Supervised Sign Representations that Absorb Articulated Hand Geometry

Junyi Hu, Zhewen He, Haomian Huang +4

Handshape and orientation are geometric components of sign language, yet many sign encoders learn from appearance alone. We introduce SignDEG (DINO Eats Geometry), a temporal sign…

cs.CV2026

Focus Where It Counts: A Salience-Driven Vision-Language Model for Low Vision Assistance

Jiazhao Liang, Hao Huang, Shuaihang Yuan +8

Vision-language models (VLMs) are rapidly progressing and offer promising capabilities for assistive technologies supporting persons with blindness or low vision. However, existing…

cs.RO2026

Learning Adaptive Safety Margins for Visual Navigation

Junyi Hu, Shuaihang Yuan, Geeta Chandra Raju Bethala +2

Robots in cluttered indoor spaces often fail not because they cannot generate collision-free paths, but because a fixed safety margin is mis-calibrated: conservative margins cause…

cs.CV2026

VTaMo: Video-Text Alignment Model for Sign Language Translation

Junyi Hu, Zhewen He, Haomian Huang +2

Sign language translation (SLT) converts continuous sign videos into spoken language text. Gloss-free approaches leverage pre-trained visual encoders and language models but rely o…

cs.RO2026

Immersive Social Interaction with VR and LLM-Assisted Humanoids

Niraj Pudasaini, Geeta Chandra Raju Bethala, Pranav Doma +2

Humanoid robots can extend human presence to remote, constrained, or hazardous environments, but existing teleoperation interfaces often require physically demanding motion trackin…

cs.CV2026

VCS-SLAM: Geometry-Validated Semantic Evidence Fusion for 3D Gaussian SLAM

Raman Jha, Shuaihang Yuan, Yi Fang

Visual SLAM performance often deteriorates in complex real-world applications. Semantic 3D Gaussian SLAM commonly fuses 2D semantic priors into a persistent 3D map using uniform op…

cs.CV2026

SignNet-1M: Large-Scale Multilingual Sign Language Video Dataset with Downstream Benchmarks

Zhewen He, Junyi Hu, Haomian Huang +3

Sign language models are typically trained on datasets captured under constrained conditions, with limited viewpoint, background, and signer-identity diversity, leading to poor rob…