Skip to content

Research

Page 102 of 166

StoryVideoQA — Scaling Deep Video Understanding with a Large-Scale, Multi-Genre and Auto-Generated Dataset

research note

StoryVideoQA — Scaling Deep Video Understanding with a Large-Scale, Multi-Genre and Auto-Generated Dataset

·9 min read·Zhengqian Wu, Zhixian Liu, Aodong Chen et al.

This paper addresses the challenge of deep video understanding (DVU) in VideoQA, which requires reasoning over long-range, complex storylines with multi-faceted question types and detailed story el…

researchvideo-question-answeringdeep-video-understandinglarge-scale-datasetmultimodal-llms

Read note → Source paper ↗

The Economics of Proof-of-Useful-Work

research note

The Economics of Proof-of-Useful-Work

·8 min read·Rafael Pass

This paper develops a rigorous competitive-equilibrium economic model to analyze Proof-of-Useful-Work (PoUW) blockchains, where computational effort simultaneously secures consensus and produces ex…

researchproof-of-useful-workblockchain-economicsconsensus-securityequilibrium-modeling

Read note → Source paper ↗

Unsupervised Skill Discovery for Agentic Data Analysis

research note

Unsupervised Skill Discovery for Agentic Data Analysis

·9 min read·Zhisong Qiu, Kangqi Song, Shengwei Tang et al.

This paper addresses the challenge of discovering reusable skills for data-analytic agents without relying on costly labeled supervision or ground-truth answers

researchunsupervised-skill-discoverydata-analytic-agentslarge-language-modelsadaptive-verification

Read note → Source paper ↗

Articles are CC BY 4.0 — feel free to quote with attribution