Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
4 changes: 2 additions & 2 deletions discussions/2026-10-12-yichang-video-reasoning/index.html
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="description" content="A chronological walk through 26 video-reasoning papers, organized around four contested questions.">
<title>Video Reasoning: One Year of Debate in 26 Papers · CausalVideoGroup</title>
<title>Video Reasoning · CausalVideoGroup</title>
<link rel="stylesheet" href="../../styles/main.css">
</head>
<body>
Expand All @@ -17,7 +17,7 @@
<main>
<header class="page-header">
<p class="eyebrow">Topic discussion · 2026-10-12</p>
<h1>Video Reasoning: One Year of Debate in 26 Papers</h1>
<h1>Video Reasoning</h1>
<p class="lede">Led by Yichang Jian</p>
<p><span class="tag">before-meeting</span> <span class="tag">video-reasoning</span> <span class="tag">benchmark</span> <span class="tag">evaluation</span></p>
</header>
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -3,8 +3,8 @@
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="description" content="Meeting Note for Video Reasoning: One Year of Debate in 26 Papers.">
<title>Meeting Note · Video Reasoning: One Year of Debate in 26 Papers · CausalVideoGroup</title>
<meta name="description" content="Meeting Note for Video Reasoning.">
<title>Meeting Note · Video Reasoning · CausalVideoGroup</title>
<link rel="stylesheet" href="../../styles/main.css">
</head>
<body>
Expand All @@ -13,7 +13,7 @@
<nav class="site-nav" aria-label="Discussion navigation"><a href="./">Overview</a><a href="presentation.html">Presentation</a><a href="summary.html">Summary</a><a href="references.html">References</a><a href="meeting-note.html">Meeting note</a></nav>
</div></header>
<main>
<header class="page-header"><p class="eyebrow">2026-10-12 · Yichang Jian</p><h1>Meeting Note</h1><p class="lede">Video Reasoning: One Year of Debate in 26 Papers</p></header>
<header class="page-header"><p class="eyebrow">2026-10-12 · Yichang Jian</p><h1>Meeting Note</h1><p class="lede">Video Reasoning</p></header>
<article class="prose markdown-body"><p>The talk was given on 2026-10-12 using an earlier draft of the deck. This entry publishes the completed version. Discussion outcomes have not yet been recorded.</p>
<ul>
<li><a href="presentation.html">Presentation</a></li>
Expand Down
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
title: "Video Reasoning: One Year of Debate in 26 Papers"
title: "Video Reasoning"
date: 2026-10-12
topic_slug: video-reasoning
leader:
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -3,8 +3,8 @@
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="description" content="Video Reasoning — References for Video Reasoning: One Year of Debate in 26 Papers.">
<title>Video Reasoning — References · Video Reasoning: One Year of Debate in 26 Papers · CausalVideoGroup</title>
<meta name="description" content="Key References for Video Reasoning.">
<title>Key References · Video Reasoning · CausalVideoGroup</title>
<link rel="stylesheet" href="../../styles/main.css">
</head>
<body>
Expand All @@ -13,7 +13,7 @@
<nav class="site-nav" aria-label="Discussion navigation"><a href="./">Overview</a><a href="presentation.html">Presentation</a><a href="summary.html">Summary</a><a href="references.html">References</a><a href="meeting-note.html">Meeting note</a></nav>
</div></header>
<main>
<header class="page-header"><p class="eyebrow">2026-10-12 · Yichang Jian</p><h1>Video Reasoning — References</h1><p class="lede">Video Reasoning: One Year of Debate in 26 Papers</p></header>
<header class="page-header"><p class="eyebrow">2026-10-12 · Yichang Jian</p><h1>Key References</h1><p class="lede">Video Reasoning</p></header>
<article class="prose markdown-body"><p>The deck covers 26 papers in publication order. The eight below carry the main arguments; the full list follows. All numbers are taken from the papers and are shown with their charts in the presentation.</p>
<h2>1. Video models are zero-shot learners and reasoners (Veo3-ZS)</h2>
<ul>
Expand Down
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
# Video Reasoning — References
# Key References

The deck covers 26 papers in publication order. The eight below carry the main arguments; the full list follows. All numbers are taken from the papers and are shown with their charts in the presentation.

Expand Down
4 changes: 2 additions & 2 deletions discussions/2026-10-12-yichang-video-reasoning/summary.html
Original file line number Diff line number Diff line change
Expand Up @@ -3,7 +3,7 @@
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Video Reasoning: One Year of Debate in 26 Papers · Topic Summary</title>
<title>Video Reasoning · Topic Summary</title>
<link rel="stylesheet" href="../../styles/main.css">
</head>
<body>
Expand All @@ -16,7 +16,7 @@
<main>
<header class="page-header">
<p class="eyebrow">2026-10-12 · Yichang Jian</p>
<h1>Video Reasoning: One Year of Debate in 26 Papers</h1>
<h1>Video Reasoning</h1>
<p class="lede">Video models can draw convincing solutions to mazes and puzzles, but a year of papers shows that much of the reasoning comes from language, scores depend on how the process is judged, and the hidden state is the hard part to learn.</p>
<div class="actions"><a class="button" href="presentation.html">Open full presentation</a></div>
</header>
Expand Down
2 changes: 1 addition & 1 deletion discussions/index.html
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,7 @@
<header class="site-header"><div class="nav-wrap"><a class="brand" href="../">CausalVideoGroup</a><nav class="site-nav" aria-label="Primary navigation"><a href="../projects/">Projects</a><a aria-current="page" href="./">Discussions</a><a href="../people/">People</a><a href="../about.html">About</a></nav></div></header>
<main><header class="page-header"><p class="eyebrow">Weekly archive</p><h1>Topic discussions</h1><p class="lede">Background prepared before each meeting and technical conclusions recorded afterward, organized by date, leader, and topic.</p></header><section class="section">
<!-- GENERATED:discussion-archive:START -->
<div class="grid"><article class="card"><p class="meta">2026-10-12 · Yichang Jian</p><h3>Video Reasoning: One Year of Debate in 26 Papers</h3><p>A chronological walk through 26 video-reasoning papers (2025-09 to 2026-09), organized around four contested questions: who does the reasoning, what counts as correct, where the reasoning happens, and whether it can be taught.</p><p><span class="tag">before-meeting</span> <span class="tag">video-generation</span> <span class="tag">video-reasoning</span> <span class="tag">benchmark</span> <span class="tag">evaluation</span> <span class="tag">world-model</span></p><a class="card-link" href="../discussions/2026-10-12-yichang-video-reasoning/">Read discussion →</a></article>
<div class="grid"><article class="card"><p class="meta">2026-10-12 · Yichang Jian</p><h3>Video Reasoning</h3><p>A chronological walk through 26 video-reasoning papers (2025-09 to 2026-09), organized around four contested questions: who does the reasoning, what counts as correct, where the reasoning happens, and whether it can be taught.</p><p><span class="tag">before-meeting</span> <span class="tag">video-generation</span> <span class="tag">video-reasoning</span> <span class="tag">benchmark</span> <span class="tag">evaluation</span> <span class="tag">world-model</span></p><a class="card-link" href="../discussions/2026-10-12-yichang-video-reasoning/">Read discussion →</a></article>
<article class="card"><p class="meta">2026-09-28 · Peiyuan Zhu</p><h3>Video Editing Frontiers</h3><p>A survey of video editing mechanisms and controllable changes, with method deep dives, interactive examples, and open problems in object interaction, editing history, world models, agents, and evaluation.</p><p><span class="tag">before-meeting</span> <span class="tag">video-editing</span> <span class="tag">action-editing</span> <span class="tag">world-model</span> <span class="tag">agents</span> <span class="tag">benchmark</span></p><a class="card-link" href="../discussions/2026-09-28-peiyuan-video-editing-frontiers/">Read discussion →</a></article>
<article class="card"><p class="meta">2026-08-24 · Yuxin Wang</p><h3>Physics-Consistent Video Generation: Who Teaches the Generator Physics?</h3><p>A design-space view of how simulators, explicit controls, training signals, latent dynamics, and inference-time alignment can make generated videos obey real-world physical laws, and what current benchmarks can actually establish.</p><p><span class="tag">before-meeting</span> <span class="tag">video-generation</span> <span class="tag">physics-consistency</span> <span class="tag">world-model</span> <span class="tag">controllable-generation</span> <span class="tag">benchmark</span> <span class="tag">evaluation</span></p><a class="card-link" href="../discussions/2026-08-24-yuxin-physics-consistent-video-generation/">Read discussion →</a></article>
<article class="card"><p class="meta">2026-08-10 · Yichang Jian</p><h3>From Video Scores to World Consistency</h3><p>A data-backed discussion of how video-generation evaluation moves from perceptual proxy scores toward geometric, revisit, and out-of-sight world consistency.</p><p><span class="tag">before-meeting</span> <span class="tag">video-generation</span> <span class="tag">world-model</span> <span class="tag">benchmark</span> <span class="tag">evaluation</span></p><a class="card-link" href="../discussions/2026-08-10-yichang-video-generation-benchmark/">Read discussion →</a></article>
Expand Down
2 changes: 1 addition & 1 deletion index.html
Original file line number Diff line number Diff line change
Expand Up @@ -30,7 +30,7 @@ <h1>Video generation from a causal perspective.</h1>
<section class="section">
<div class="section-heading"><div><p class="eyebrow">Weekly reading group</p><h2>Topic discussions</h2></div><p>Each entry prepares the necessary background before the meeting, then records the assumptions, failure cases, and experiments identified during discussion.</p></div>
<!-- GENERATED:recent-discussions:START -->
<div class="grid"><article class="card"><p class="meta">2026-10-12 · Yichang Jian</p><h3>Video Reasoning: One Year of Debate in 26 Papers</h3><p>A chronological walk through 26 video-reasoning papers (2025-09 to 2026-09), organized around four contested questions: who does the reasoning, what counts as correct, where the reasoning happens, and whether it can be taught.</p><p><span class="tag">before-meeting</span> <span class="tag">video-generation</span> <span class="tag">video-reasoning</span> <span class="tag">benchmark</span> <span class="tag">evaluation</span> <span class="tag">world-model</span></p><a class="card-link" href="discussions/2026-10-12-yichang-video-reasoning/">Read discussion →</a></article>
<div class="grid"><article class="card"><p class="meta">2026-10-12 · Yichang Jian</p><h3>Video Reasoning</h3><p>A chronological walk through 26 video-reasoning papers (2025-09 to 2026-09), organized around four contested questions: who does the reasoning, what counts as correct, where the reasoning happens, and whether it can be taught.</p><p><span class="tag">before-meeting</span> <span class="tag">video-generation</span> <span class="tag">video-reasoning</span> <span class="tag">benchmark</span> <span class="tag">evaluation</span> <span class="tag">world-model</span></p><a class="card-link" href="discussions/2026-10-12-yichang-video-reasoning/">Read discussion →</a></article>
<article class="card"><p class="meta">2026-09-28 · Peiyuan Zhu</p><h3>Video Editing Frontiers</h3><p>A survey of video editing mechanisms and controllable changes, with method deep dives, interactive examples, and open problems in object interaction, editing history, world models, agents, and evaluation.</p><p><span class="tag">before-meeting</span> <span class="tag">video-editing</span> <span class="tag">action-editing</span> <span class="tag">world-model</span> <span class="tag">agents</span> <span class="tag">benchmark</span></p><a class="card-link" href="discussions/2026-09-28-peiyuan-video-editing-frontiers/">Read discussion →</a></article>
<article class="card"><p class="meta">2026-08-24 · Yuxin Wang</p><h3>Physics-Consistent Video Generation: Who Teaches the Generator Physics?</h3><p>A design-space view of how simulators, explicit controls, training signals, latent dynamics, and inference-time alignment can make generated videos obey real-world physical laws, and what current benchmarks can actually establish.</p><p><span class="tag">before-meeting</span> <span class="tag">video-generation</span> <span class="tag">physics-consistency</span> <span class="tag">world-model</span> <span class="tag">controllable-generation</span> <span class="tag">benchmark</span> <span class="tag">evaluation</span></p><a class="card-link" href="discussions/2026-08-24-yuxin-physics-consistent-video-generation/">Read discussion →</a></article></div>
<!-- GENERATED:recent-discussions:END -->
Expand Down
2 changes: 1 addition & 1 deletion people/index.html
Original file line number Diff line number Diff line change
Expand Up @@ -6,6 +6,6 @@
<article class="card"><p class="meta">Discussion Leader · peiyuan</p><h3>Peiyuan Zhu</h3><p class="person-links"><a href="mailto:peiyuan.zhu@mbzuai.ac.ae">Email</a></p><ul><li><a href="../discussions/2026-09-28-peiyuan-video-editing-frontiers/">2026-09-28 · Video Editing Frontiers</a></li></ul></article>
<article class="card"><p class="meta">Discussion Leader · jinyuan</p><h3>Jinyuan Hu</h3><p class="person-links"><a href="mailto:jinyuan.hu@mbzuai.ac.ae">Email</a></p><ul><li><a href="../discussions/2026-07-20-jinyuan-multi-shot-video-generation/">2026-07-20 · Multi-Shot Video Generation: From Joint Denoising to Online Directing</a></li></ul></article>
<article class="card"><p class="meta">Discussion Leader · yuxin</p><h3>Yuxin Wang</h3><p class="person-links"><a href="mailto:yuxin.wang@mbzuai.ac.ae">Email</a></p><ul><li><a href="../discussions/2026-08-24-yuxin-physics-consistent-video-generation/">2026-08-24 · Physics-Consistent Video Generation: Who Teaches the Generator Physics?</a></li></ul></article>
<article class="card"><p class="meta">Discussion Leader · yichang</p><h3>Yichang Jian</h3><p class="person-links"><a href="https://github.com/MTDickens">GitHub</a></p><ul><li><a href="../discussions/2026-10-12-yichang-video-reasoning/">2026-10-12 · Video Reasoning: One Year of Debate in 26 Papers</a></li><li><a href="../discussions/2026-08-10-yichang-video-generation-benchmark/">2026-08-10 · From Video Scores to World Consistency</a></li></ul></article></div>
<article class="card"><p class="meta">Discussion Leader · yichang</p><h3>Yichang Jian</h3><p class="person-links"><a href="https://github.com/MTDickens">GitHub</a></p><ul><li><a href="../discussions/2026-10-12-yichang-video-reasoning/">2026-10-12 · Video Reasoning</a></li><li><a href="../discussions/2026-08-10-yichang-video-generation-benchmark/">2026-08-10 · From Video Scores to World Consistency</a></li></ul></article></div>
<!-- GENERATED:people-list:END -->
</section></main><footer class="site-footer"><div class="site-footer-inner"><span>© CausalVideoGroup</span><a href="../">Home</a></div></footer></body></html>
Loading
Loading