← Knowledge

◇ VIS-Ground: Video Interactive Storytelling with Contextual Grounding

Plainly

This is a lead card for today's AI paper: what it covers, who wrote it, and where to read it.

Editor's verdict

Use as a today's-frontier lead; read the paper to reproduce experiments.

Derived from structured fields · Confidence: medium (functionality not individually tested)

Open official site / source ↗
Key facts · machine-readable
Official / sourcehttps://huggingface.co/papers/2610.09326
Chinese editor copy (original, collapsed)

① 这是什么

今日论文《今日论文 · VIS-Ground: Video Interactive Storytelling with Contextual Grounding》（Bingxuan Li、Yiwen Song、Xueqing Wu、Yanzhou Pan、Yang Li、Kuang Su），来自 HF Daily Papers 公开源。

② 值不值得用

进入 HF 每日精选说明有社区关注度；是否与你的问题相关需要读原文判断，本条目不评价研究质量。

③ 怎么开始

先读摘要，需要再读全文（https://huggingface.co/papers/2610.09326）；对照论文 ID（2610.09326）可找实现与讨论。

④ 关键证据

  • 论文 ID 2610.09326
  • 作者 Bingxuan Li、Yiwen Song、Xueqing Wu、Yanzhou Pan、Yang Li、Kuang Su

⑤ 注意事项与坑

摘要来自作者原文，未做同行评议级核验；引用请以正式发表版本为准。

One-line premise

Best for: readers tracking today's AI research frontier.

Consider if: you need to reproduce full experimental details (read the paper).

Status: machine-checked (structure & source validation); functionality not individually tested.

Minimal verification (3 steps)

  1. Read abstract — VIS-Ground: Video Interactive Storytelling with Contextual Grounding
  2. Check authors/date — Bingxuan Li, Yiwen Song, Xueqing Wu · 2026-10-07
  3. Run CLI — npx aiskillready search VIS-Ground
Quick start

Use it like this

npx aiskillready search VIS-Ground   # official CLI, verified runnable (aiskillready@0.2.0)

Note: `npx aiskillready` is this site's published CLI (npm aiskillready@0.2.0) — verified runnable; third-party commands are given per official docs and not individually tested. We don't fabricate conclusions.

Glossary: what are SKILL.md / veridrop / schema? (expand)
Trust layer: machine check / cost / confidence / schema (expand)

Entry ID: ASR-PAPER-20261013-2610-09326 ｜ Type: Paper ｜ schema v0.5

✅ machine-checked pass 💰 Enrichment cost $0.0000 🧭 Confidence medium 📌 schema 0.5 🛂 Review agent reviewed 🧪 Functionality unverified (Top-20 manual testing planned)

Related (what you should know)

Related (3) · expand
Similar

◇ Relevance Does Not Imply Applicability: Experience Activation for Personal GUI Agents

Relevance Does Not Imply Applicability: Experience Activation for Personal GUI Agents. by Fuyao Zhang, Xuan Wang, Zherui Li, Jiaming Zhang, Longtao Huang, Wei Yang Bryan Lim. published 2026-09-27.

 Similar

◇ GroundAnything: Reconciling Parallel Decoding with Precise Visual Grounding at Flash Speed

GroundAnything: Reconciling Parallel Decoding with Precise Visual Grounding at Flash Speed. by Qize Yu, Lianrui Fan, Bowen Ping, Xini Ding, Zetian Song, Junbo Niu, Kaixuan Wang, Tianxing Chen, Yue Chen, Minghua He, . published 2026-09-30.

 Similar

◇ GroundingPI: A Grounding Foundation Model towards Physical Intelligence with Visual Primitives

GroundingPI: A Grounding Foundation Model towards Physical Intelligence with Visual Primitives. by Qize Yu, Lianrui Fan, Boyu Chen, Jiaqi Liang, Xini Ding, Yue Chen, Zetian Song, Yuran Wang, Yi Zou, Kaixuan Wang, Tianxi. published 2026-09-30.

Feedback

Something wrong / command failed? File an issue with the entry ID; it feeds back into the next revision.

🐞 Report an issue →
Worth it?

Is this worth 3 minutes of your time? Votes feed the ranking signal anonymously (early days; we're honest about it).

AI block · machine-readable (same source of truth)
AI block · machine-readable JSON (click to expand) 
{
  "schema_version": "0.5",
  "entry_id": "ASR-PAPER-20261013-2610-09326",
  "record_type": "paper",
  "title": "今日论文 · VIS-Ground: Video Interactive Storytelling with Contextual Grounding",
  "observed_at": "2026-10-13",
  "source": {
    "name": "huggingface.co/api/daily_papers",
    "url": "https://huggingface.co/api/daily_papers?limit=10",
    "snapshot_hash": "595adb2a453fb84cd4a3c880de643382c4638068121fc923b0c89450817e3f47",
    "fetched_at": "2026-10-13T07:12:21+00:00"
  },
  "confidence": "medium",
  "human_stream": {
    "summary": "Video interactive storytelling enables viewers to actively steer how a video unfolds. However, once we allow viewers to intervene during generation, a new challenge arises: The viewer's request can have latent dependencies on both the grounding source and the current rendered video state. These dependencies may not be explicitly stated in any individual input, but emerge only when the source, rend",
    "key_points": [
      "论文 ID 2610.09326",
      "作者 Bingxuan Li、Yiwen Song、Xueqing Wu、Yanzhou Pan、Yang Li、Kuang Su",
      "发布 2026-10-07T00:00:00.000Z"
    ],
    "note": "来源为 HuggingFace daily papers 公开 API；完整阅读请走原文链接。",
    "what_it_is": "今日论文《今日论文 · VIS-Ground: Video Interactive Storytelling with Contextual Grounding》（Bingxuan Li、Yiwen Song、Xueqing Wu、Yanzhou Pan、Yang Li、Kuang Su），来自 HF Daily Papers 公开源。",
    "worth_it": "进入 HF 每日精选说明有社区关注度；是否与你的问题相关需要读原文判断，本条目不评价研究质量。",
    "how_to_start": "先读摘要，需要再读全文（https://huggingface.co/papers/2610.09326）；对照论文 ID（2610.09326）可找实现与讨论。",
    "evidence": [
      "论文 ID 2610.09326",
      "作者 Bingxuan Li、Yiwen Song、Xueqing Wu、Yanzhou Pan、Yang Li、Kuang Su"
    ],
    "cautions": "摘要来自作者原文，未做同行评议级核验；引用请以正式发表版本为准。"
  },
  "ai_stream": {
    "structured": {
      "paper_id": "2610.09326",
      "title": "VIS-Ground: Video Interactive Storytelling with Contextual Grounding",
      "authors": [
        "Bingxuan Li",
        "Yiwen Song",
        "Xueqing Wu",
        "Yanzhou Pan",
        "Yang Li",
        "Kuang Su",
        "Jingyun Liu",
        "Sebastian Ko",
        "Huan Zhang",
        "Tong Zhang",
        "Nanyun Peng",
        "Tomas Pfister",
        "Yale Song"
      ],
      "published_at": "2026-10-07T00:00:00.000Z",
      "url": "https://huggingface.co/papers/2610.09326",
      "source_label": "hf-daily-papers"
    },
    "raw": [
      {
        "paper_id": "2610.09326",
        "title": "VIS-Ground: Video Interactive Storytelling with Contextual Grounding",
        "authors": [
          "Bingxuan Li",
          "Yiwen Song",
          "Xueqing Wu",
          "Yanzhou Pan",
          "Yang Li",
          "Kuang Su",
          "Jingyun Liu",
          "Sebastian Ko",
          "Huan Zhang",
          "Tong Zhang",
          "Nanyun Peng",
          "Tomas Pfister",
          "Yale Song"
        ],
        "summary": "Video interactive storytelling enables viewers to actively steer how a video unfolds. However, once we allow viewers to intervene during generation, a new challenge arises: The viewer's request can have latent dependencies on both the grounding source and the current rendered video state. These dependencies may not be explicitly stated in any individual input, but emerge only when the source, rendered history, and new viewer intent are considered jointly. Existing interactive video generation systems primarily emphasize following viewer instructions, while source-grounded video generation meth",
        "published_at": "2026-10-07T00:00:00.000Z",
        "submitted_on_daily_at": null,
        "url": "https://huggingface.co/papers/2610.09326"
      }
    ]
  },
  "token_cost": {
    "total": 0.0,
    "currency": "USD",
    "breakdown": {
      "crawl": 0.0,
      "clean": 0.0,
      "elevate": 0.0,
      "verify": 0.0
    }
  },
  "machine_verified": true,
  "review": {
    "status": "agent_reviewed",
    "reviewer": "pipeline-validate",
    "reviewed_at": "2026-10-13T07:13:10+00:00",
    "comments": "schema 0 error + 溯源一致 + 成本达标"
  },
  "provenance": {
    "extracted_by": "codex",
    "extracted_at": "2026-10-13T07:12:43+00:00",
    "pipeline": "collect_hf_papers.py + build_entries.py v0.2（规则管线）",
    "access_urls": [
      "https://huggingface.co/api/daily_papers?limit=10"
    ],
    "card_generated_at": "2026-10-13T07:12:43+00:00",
    "card_pipeline": "enrich_human_stream.py v0.1（规则模板，零 Token）"
  }
}