Add 2026-10-26 discussion on multi-agent world models

discussions/2026-10-26-yuxin-multi-agent-world-models/README.md

@@ -0,0 +1,16 @@
+# Multi-Agent Problems in World Models
+
+Meeting: 2026-10-26 · Yuxin Wang · before-meeting
+
+Open `presentation.html` directly in a desktop browser for the Chinese slides. Keep `assets/` beside it. Text, figures, fonts and controls work offline; paper links require an internet connection. No embedded videos are required.
+
+- Arrow keys / Page Up / Page Down: navigate. Home / End: first / last slide.
+- O: slide directory. N: speaker notes. F: full screen. Escape: close an overlay.
+- Hover, focus or click dotted-underlined terms to read definitions.
+- Click a paper figure to enlarge it; use the detail button to inspect it by scrolling.
+
+The English companion pages use the repository stylesheet. Serve the repository root locally to preview them with site navigation. `references.md` and `idea-map.md` remain readable without a server. Figure attribution is in [figure-credits.html](figure-credits.html).
+
+The preparation includes 43 slides and 15 papers: seven core readings, five supporting comparisons, two brief latent-action backgrounds, and one brief distributed-generation perspective. Literature cutoff: 2026-10-23. No meeting outcomes or assigned follow-ups are claimed.
+
+The revised slides contain 14 original teaching diagrams and 21 reproduced paper figures. Each of the six task definitions has a concrete scene example, and each of the seven core methods has a simplified explanatory diagram. Schematic examples are explicitly distinguished from paper experiments.

discussions/2026-10-26-yuxin-multi-agent-world-models/action-items.md

@@ -0,0 +1,11 @@
+# Action Items
+
+Multi-Agent Problems in World Models · 2026-10-26
+
+## Status before the meeting
+
+No follow-up actions have been agreed. There are no assigned owners, deadlines, or commitments to run experiments.
+
+The open questions and possible diagnostic in the [topic summary](summary.html) are prompts for discussion, not an action list. Any agreed follow-up work can be recorded here after the meeting, together with its actual owner, expected outcome, and agreed timing.
+
+[Meeting note](meeting-note.html) · [Discussion overview](./)

discussions/2026-10-26-yuxin-multi-agent-world-models/assets/CREDITS.md

@@ -0,0 +1,50 @@
+# Figure credits
+
+## Original teaching diagrams
+
+These fourteen editable SVG diagrams were created for this presentation to explain task conditions and simplified method flows. Characters, actions, trajectories, object arrangements and decisions are illustrative; they are not paper figures, experimental outputs or additional empirical evidence. Method references identify the concepts being explained. Original paper figures are listed separately below.
+
+| File | Explanatory purpose | Method basis |
+|---|---|---|
+| [teaching-a-lam-basics.svg](teaching-a-lam-basics.svg) | LAM input and training goal | FLAM §3–4; PlaySlot §3 |
+| [teaching-a-action-learning.svg](teaching-a-action-learning.svg) | Two concurrent visual changes without per-agent action labels | FLAM §3–4 |
+| [teaching-a-flam-mechanism.svg](teaching-a-flam-mechanism.svg) | Factor-wise action inference and whole-scene prediction | FLAM §4.1–4.2 |
+| [teaching-a-control-binding.svg](teaching-a-control-binding.svg) | Correct and swapped assignments of supplied controls | ActionParty §1, §3.1 |
+| [teaching-a-actionparty-mechanism.svg](teaching-a-actionparty-mechanism.svg) | Action–subject and subject–space associations | ActionParty §3.1–3.3 |
+| [teaching-b-other-actions.svg](teaching-b-other-actions.svg) | Supplied actions versus unspecified other-agent behavior | COMBAT / WorldMind task framing |
+| [teaching-b-combat.svg](teaching-b-combat.svg) | Other-agent behavior contained in predicted video | COMBAT §3 |
+| [teaching-b-worldmind.svg](teaching-b-worldmind.svg) | Visual state, skill history, explicit decisions and video feedback | WorldMind §3 |
+| [teaching-b-cooperation.svg](teaching-b-cooperation.svg) | Own action choices under uncertain partner intent | COMBO §3, §5 |
+| [teaching-b-combo.svg](teaching-b-combo.svg) | Candidate video futures used to choose an own action | COMBO §4–5 |
+| [teaching-c-shared-world.svg](teaching-c-shared-world.svg) | One opening-door event from two viewpoints | ME-World §1–3 task framing |
+| [teaching-c-me-flow.svg](teaching-c-me-flow.svg) | View-specific actions, shared history and joint generation | ME-World §3.1–3.4 |
+| [teaching-c-count.svg](teaching-c-count.svg) | From two controlled agents to four agents | Gamma-World agent-count task framing |
+| [teaching-c-gamma-flow.svg](teaching-c-gamma-flow.svg) | A finite identity pool and shared hub communication | Gamma-World §3.2–3.3 |
+
+## Reproduced paper figures
+
+The figures below are reproduced unmodified from the linked paper HTML pages. License labels are transcribed from the source articles; they do not imply that all third-party content has the same license.
+
+| File | Paper | Version | Figure | Original image | Source article license label |
+|---|---|---|---|---|---|
+| [control-actionparty-examples.png](control-actionparty-examples.png) | [ActionParty](https://arxiv.org/html/2604.02330v2) | 2604.02330v2 | Fig. 6 | [Original image](https://arxiv.org/html/2604.02330v2/qual_v8.png) | arXiv.org perpetual non-exclusive license |
+| [control-actionparty-method.png](control-actionparty-method.png) | [ActionParty](https://arxiv.org/html/2604.02330v2) | 2604.02330v2 | Fig. 2 | [Original image](https://arxiv.org/html/2604.02330v2/arch_v11.png) | arXiv.org perpetual non-exclusive license |
+| [control-incantation-examples.png](control-incantation-examples.png) | [Incantation](https://arxiv.org/html/2605.18601v2) | 2605.18601v2 | Fig. 1 / teaser | [Original image](https://arxiv.org/html/2605.18601v2/fig_teaser_optm.png) | arXiv.org perpetual non-exclusive license |
+| [lam-flam-edit-blue.png](lam-flam-edit-blue.png) | [FLAM](https://arxiv.org/html/2602.16229v2) | 2602.16229v2 | Fig. 6, blue-agent panel | [Original image](https://arxiv.org/html/2602.16229v2/manipulate_blue_agent.png) | CC BY-NC-SA 4.0 |
+| [lam-flam-method.svg](lam-flam-method.svg) | [FLAM](https://arxiv.org/html/2602.16229v2) | 2602.16229v2 | Fig. 3 | [Original image](https://arxiv.org/html/2602.16229v2/pipeline.svg) | CC BY-NC-SA 4.0 |
+| [lam-lpwm-method.png](lam-lpwm-method.png) | [LPWM](https://arxiv.org/html/2603.04553v1) | 2603.04553v1 | Fig. 3 | [Original image](https://arxiv.org/html/2603.04553v1/figs/arch_main_ltr.png) | arXiv.org perpetual non-exclusive license |
+| [lam-playslot-method.png](lam-playslot-method.png) | [PlaySlot](https://arxiv.org/html/2502.07600v2) | 2502.07600v2 | Fig. 2(a), training pipeline panel | [Original image](https://arxiv.org/html/2502.07600v2/imgs/main/main_train_v3.png) | CC BY 4.0 |
+| [world-combat-action-ratio.png](world-combat-action-ratio.png) | [COMBAT](https://arxiv.org/html/2603.00825v1) | 2603.00825v1 | Figure 5 | [Original image](https://arxiv.org/html/2603.00825v1/figures/Relative_Action_Consistency.png) | CC BY 4.0 |
+| [world-combat-method.png](world-combat-method.png) | [COMBAT](https://arxiv.org/html/2603.00825v1) | 2603.00825v1 | Figure 2a | [Original image](https://arxiv.org/html/2603.00825v1/figures/ICCV-T3-DIAG2.png) | CC BY 4.0 |
+| [world-combo-composition.png](world-combo-composition.png) | [COMBO](https://arxiv.org/html/2404.10775v3) | 2404.10775v3 | Figure 2 | [Original image](https://arxiv.org/html/2404.10775v3/CWM_v5.png) | CC BY 4.0 |
+| [world-combo-method.png](world-combo-method.png) | [COMBO](https://arxiv.org/html/2404.10775v3) | 2404.10775v3 | Figure 3 | [Original image](https://arxiv.org/html/2404.10775v3/method_v4.png) | CC BY 4.0 |
+| [world-combo-planning.png](world-combo-planning.png) | [COMBO](https://arxiv.org/html/2404.10775v3) | 2404.10775v3 | Figure 5 | [Original image](https://arxiv.org/html/2404.10775v3/scale.png) | CC BY 4.0 |
+| [world-gamma-four-agent.png](world-gamma-four-agent.png) | [Gamma-World](https://arxiv.org/html/2605.28816v1) | 2605.28816v1 | Figure 5 | [Original image](https://arxiv.org/html/2605.28816v1/4agent_visualization.png) | CC BY 4.0 |
+| [world-gamma-method.png](world-gamma-method.png) | [Gamma-World](https://arxiv.org/html/2605.28816v1) | 2605.28816v1 | Figure 2 | [Original image](https://arxiv.org/html/2605.28816v1/multiagent_method.png) | CC BY 4.0 |
+| [world-me-method.png](world-me-method.png) | [ME-World](https://arxiv.org/html/2610.12299v1) | 2610.12299v1 | Figure 3 | [Original image](https://arxiv.org/html/2610.12299v1/main_architecture.png) | CC BY 4.0 |
+| [world-me-motivation.png](world-me-motivation.png) | [ME-World](https://arxiv.org/html/2610.12299v1) | 2610.12299v1 | Figure 2 | [Original image](https://arxiv.org/html/2610.12299v1/motivation.png) | CC BY 4.0 |
+| [world-me-results.png](world-me-results.png) | [ME-World](https://arxiv.org/html/2610.12299v1) | 2610.12299v1 | Figure 5 | [Original image](https://arxiv.org/html/2610.12299v1/main_qual.png) | CC BY 4.0 |
+| [world-multics-method.png](world-multics-method.png) | [Multics](https://arxiv.org/html/2610.17201v1) | 2610.17201v1 | Figure 2 | [Original image](https://arxiv.org/html/2610.17201v1/pipeline.png) | arXiv perpetual non-exclusive license |
+| [world-overseer-method.png](world-overseer-method.png) | [OverSeer](https://arxiv.org/html/2610.28554v1) | 2610.28554v1 | Figure 2 | [Original image](https://arxiv.org/html/2610.28554v1/method.png) | arXiv perpetual non-exclusive license |
+| [world-worldmind-cases.png](world-worldmind-cases.png) | [WorldMind](https://arxiv.org/html/2608.21439v1) | 2608.21439v1 | Figure 4 | [Original image](https://arxiv.org/html/2608.21439v1/qualitative.png) | CC BY 4.0 |
+| [world-worldmind-method.png](world-worldmind-method.png) | [WorldMind](https://arxiv.org/html/2608.21439v1) | 2608.21439v1 | Figure 3 | [Original image](https://arxiv.org/html/2608.21439v1/framework.png) | CC BY 4.0 |