…Improving VLA Models in Practice (2026) iFLYTEK-Embodied-Omni Technical Report (2026) AffordanceVLA: A Vision-Language-Action Model Empowering Action Generation through Affordance-Aware Understanding (2026) Qwen-RobotManip Technical Report: Alignment Unlocks…
…AI-generated summary Long-term memory is crucial for agents in specialized web environments , where success depends on recalling interface affordances, state dynamics, workflows, and recurring failure modes. However, existing memory benchmark…
…Task-Oriented Affordance Grounding via Egocentric Referring Segmentation (2026) Vision as Unified Multimodal Generation (2026) Object Tokens as a Bridge Between Segmentation and Visual Question Answering in Robotic Surgery (2026) Ground3D-LMM…
…Bridging Human Demonstrations to Robot Actions via Unified Tool-Target Affordances (2026) Please give a thumbs up to this comment if you found it helpful! If you want recommendations for any Paper…
…A natural attempt at unification would collapse these sources into a shared space, but this erases the structural affordances (such as schemas, ontologies, compositional operators) that give each source its expressive power…
…The few reliable enough to trust are too expensive to run at scale, while affordable open models trail far behind. To close this gap, we construct and release OS-Shepherd-100K , an…
…meta-learning over synthetic data-generating processes -- making them highly attractive for practitioners who cannot afford large annotated corpora. However, their in-context learning mechanism assumes approximately clean inputs: missing values, outliers…
…Benchmarking Commonsense Planning under Unspecified Affordance Constraints (2026) EgoBench: An Interactive Egocentric Multimodal Benchmark for Tool-Using Agents (2026) PlanningBench: Generating Scalable and Verifiable Planning Data for Evaluating and Training Large Language…
…Process-Driven Image Generation via Interleaved Reasoning (2026) Affordance Agent Harness: Verification-Gated Skill Orchestration (2026) MathGen: Revealing the Illusion of Mathematical Competence through Text-to-Image Generation (2026) Enhanced Text-to…
…Developers can build responsive applications without depending entirely on cloud infrastructure, making projects more affordable and easier to scale while reducing ongoing operating costs. 📱💻 🌍 Overall, LFM2.5-2.6B looks like a…
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