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How I Study AI - Learn AI Papers & Lectures the Easy Way

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VABench: A Comprehensive Benchmark for Audio-Video Generation

Beginner
Daili Hua, Xizhi Wang et al.Dec 10arXiv

VABench is a new, all-in-one test that checks how well AI makes videos with matching sound and pictures.

#audio-video benchmark#synchronization#lip-sync

Visionary: The World Model Carrier Built on WebGPU-Powered Gaussian Splatting Platform

Beginner
Yuning Gong, Yifei Liu et al.Dec 9arXiv

Visionary is a web-based platform that lets you view and interact with advanced 3D scenes, right in your browser, with just a click.

#WebGPU#3D Gaussian Splatting#ONNX Runtime Web

Towards a Science of Scaling Agent Systems

Beginner
Yubin Kim, Ken Gu et al.Dec 9arXiv

Multi-agent AI teams are not automatically better; their success depends on matching the team’s coordination style to the job’s structure.

#multi-agent systems#agentic evaluation#scaling laws

UnityVideo: Unified Multi-Modal Multi-Task Learning for Enhancing World-Aware Video Generation

Beginner
Jiehui Huang, Yuechen Zhang et al.Dec 8arXiv

UnityVideo is a single, unified model that learns from many kinds of video information at once—like colors (RGB), depth, motion (optical flow), body pose, skeletons, and segmentation—to make smarter, more realistic videos.

#multimodal video generation#multi-task learning#dynamic noise scheduling

OneStory: Coherent Multi-Shot Video Generation with Adaptive Memory

Beginner
Zhaochong An, Menglin Jia et al.Dec 8arXiv

OneStory is a new way to make long videos from many shots that stay consistent with the story, characters, and places across time.

#multi-shot video generation#adaptive memory#frame selection

On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models

Beginner
Charlie Zhang, Graham Neubig et al.Dec 8arXiv

The paper asks when reinforcement learning (RL) really makes language models better at reasoning beyond what they learned in pre-training.

#edge of competence#process-verified evaluation#process-level rewards

Distribution Matching Variational AutoEncoder

Beginner
Sen Ye, Jianning Pei et al.Dec 8arXiv

This paper shows a new way to teach an autoencoder to shape its hidden space (the 'latent space') to look like any distribution we want, not just a simple bell curve.

#Distribution Matching VAE#Latent Space#Self-Supervised Learning

DeepCode: Open Agentic Coding

Beginner
Zongwei Li, Zhonghang Li et al.Dec 8arXiv

DeepCode is an AI coding system that turns long, complicated papers into full, working code repositories.

#agentic coding#document-to-code#information-flow management

Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning

Beginner
Tong Wu, Yang Liu et al.Dec 8arXiv

This paper teaches a language model to think along several paths at the same time instead of one step after another.

#parallel reasoning#reinforcement learning for LLMs#self-distillation

DoVer: Intervention-Driven Auto Debugging for LLM Multi-Agent Systems

Beginner
Ming Ma, Jue Zhang et al.Dec 7arXiv

LLM multi-agent systems often fail quietly (no crash) and leave long, twisty logs that are hard to debug by hand.

#DoVer#intervention-driven debugging#LLM multi-agent systems

Active Video Perception: Iterative Evidence Seeking for Agentic Long Video Understanding

Beginner
Ziyang Wang, Honglu Zhou et al.Dec 5arXiv

Long Video Understanding (LVU) is hard because the important clues are tiny, far apart in time, and buried in hours of mostly unimportant footage.

#Active Video Perception#Long Video Understanding#Plan-Observe-Reflect

AI & Human Co-Improvement for Safer Co-Superintelligence

Beginner
Jason Weston, Jakob FoersterDec 5arXiv

This paper argues that the fastest and safest path to super-smart AI is for humans and AIs to improve together, not for AI to improve alone.

#Co-improvement#Human-AI collaboration#Co-superintelligence
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