HuggingFace
Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning
Large language models achieve superior performance on tasks that require extended reasoning, but long chains of thoug...
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HuggingFace
WorldReward: Reward Modeling for Camera-Conditioned World Models
Camera-conditioned world models generate interactive videos in which commanded actions should induce the expected sce...
HuggingFace
FlashRender: Few-Step Generative Rendering via Camera-Controlled Video MeanFlow
We present FlashRender, a few-step generative rendering framework that retakes a source video along a target camera t...
HuggingFace
The Missing Temporal Link: Temporal Context Routing for Script-Driven Audio-Video Generation
Joint audio-video generation models have made substantial progress in visual quality and audio-visual synchronization...
HuggingFace
Beyond Retrieval: Progressive Latent Memory Evolution for Streaming Video Understanding
Streaming video understanding requires multimodal large language models (MLLMs) to process continuous visual inputs a...
HuggingFace
Puffin-World: Scaling a Unified Multimodal Model with Native 3D World States
We propose Puffin-World, a unified multimodal architecture that integrates physical understanding, spatial simulation...
HuggingFace
Knowing When Not to Reuse: Conditional Experience Transfer in Autonomous LLM Post-Training
Large language models offer broad capabilities, but adapting them to evolving domains, tools, and requirements often ...
HuggingFace
PACE: Towards Surfacing Hidden Conflicts in User Requests
Personalized assistants should not only comply with user requests but also assess whether those requests are appropri...
HuggingFace
Percolation Dynamics in Optimization : Variance Cascades and Discrete Scale Invariance
We study the dynamics of Stochastic Gradient Descent (SGD), which is known to steer deep neural networks toward invar...
HuggingFace
Compile by Training: Turning Natural-Language Specifications into Local Neural Functions
Many recurring text functions are easy to describe but difficult to implement with rules, while calling a large remot...
HuggingFace
Let Confidence Change, Not the Prediction: Prediction-Preserving Repair for Post-hoc Calibration
Post-hoc calibration corrects reported confidence, yet a multiclass calibrator can also change the associated top-1 p...
HuggingFace
Scal3R: Learning Efficient Multi-Relative Pose Query for Scalable Online 3D Reconstruction
Online 3D reconstruction models perform poorly on long videos. This happens because regressing poses relative to a fi...