WEEKLY TOP 10 · 2026-10-12 → 2026-10-18 · FINAL
Hot papers · 2026-W42
Ranked by Hugging Face upvotes among papers with a takeaway, grouped by the ISO week they were listed on HF Daily. A week is frozen once complete.
-
#01▲5562026-10-15
MJev-Spatial: System One Spatial Intelligence via Native Attention Matching
MJev-Spatial casts spatial questions as classification over candidates, answering relation, distance and point queries faster than text generation.
MultimodalEfficient training & inference
-
#02▲3752026-10-13
VideoJev: System One Model for Video Understanding and Interaction
VideoJev scores time spans and answer options directly, unifying temporal grounding and video QA for fast decisions.
MultimodalEfficient training & inference
-
#03▲3722026-10-13
Jeva: System One Models from First Principles
Jeva is a decision-native System 1 model that scores candidate options directly instead of generating text answers, making it fast and cacheable.
LLMsEfficient training & inference
-
#04▲3642026-10-14
Any Time, Any Space: A World-State-Centric Framework for Agentic Video Generation
ATAS compiles screenplays into shots backed by scene and event memories so long agentic videos stay spatially and temporally consistent.
Visual generationAgents
-
#05▲3472026-10-14
Player-1: Learning to Play from Synthetic Experience
Player-1 post-trains computer-use agents on synthetic experience so they learn to control games beyond demonstrations.
AgentsReinforcement learning
-
#06▲3252026-10-15
OpenGCUA: Toward a Fully Open Stack for Generalist Computer Use
OpenGCUA aims to open the full stack for generalist computer-use agents, with a first release spanning GUI and code execution.
AgentsCode & SWE
-
#07▲3252026-10-08
DiffusionART: Efficient, Stable and Scalable Reinforcement of Diffusion Models
DiffusionART aggregates rewards before tilting the objective, making online RL fine-tuning of diffusion models efficient and stable.
Visual generationReinforcement learning
-
#08▲3102026-09-30
GroundingPI: A Grounding Foundation Model towards Physical Intelligence with Visual Primitives
GroundingPI is a 4B grounding foundation model that outputs points and boxes as tokens to give robots fast, precise targeting.
Robotics & embodied AIVision & 3D
-
#09▲2702026-10-15
FDE-Gym: The Last Mile of AI Delivery
FDE-Gym offers 95 real delivery tasks testing whether agents can clarify vague requirements and ship working solutions like forward-deployed engineers.
AgentsBenchmarks & data
-
#10▲2702026-10-09
S-Space: Exploring Spatial Workspace in Multimodal Language Models
Finds S-Space, a linear subspace inside MLLMs where object tokens encode continuous coordinates, acting as an internal spatial workspace.
MultimodalSafety & interpretability