Non-proof thoughts by designing the arena
Introduction: What is Intelligence? (20분)
얼마나 많이 게임을 해보아야 할까? 게임 경험 축적 (Data-driven, RL)
얼마나 깊게 생각할 수 있어야 할까? <!– 사고 깊이 (Planning, Search)
탐색 깊이와 넓이:
초반: 넓은 탐색으로 전략적 방향 설정 중반: 균형 잡힌 탐색으로 전술적 우위 확보 종반: 깊은 탐색으로 완벽한 계산(종종 완전 탐색 가능)
메타 전략:
상대 전략 모델링과 카운터 전략 개발 시간 관리 전략(critical move 파악) 위험-보상 균형 전략
General Intelligence 접근:
다중 시간 규모 계획(multi-time scale planning) 추상화 레벨 전환 능력(tactical ↔ strategic) 메타 학습(learning to learn) –>
또 다른 방향, RQ가 있을 수 있다 (Vision Transformer 등을 통한 접근) <!– Vision Transformer를 활용한 접근 Vision Transformer를 오델로에 적용하는 것은 흥미로운 접근입니다:
가능성:
보드 상태를 이미지로 인식하여 직접 처리 가능 특히 실제 물리적 보드를 카메라로 인식하는 시스템에 유용 보드의 전체적 패턴을 한번에 인식하는 장점
한계:
오델로는 명확한 규칙이 있어 이미지 인식보다 구조화된 표현이 효율적 8x8 그리드는 단순한 배열로 표현 가능(64개 요소) 규칙 기반 유효 수 계산 알고리즘이 더 정확하고 빠름
하이브리드 접근:
보드 상태는 구조화된 데이터로 처리 Vision Transformer는 사람과의 물리적 상호작용 인터페이스로 활용 학습된 패턴 인식에 Transformer 아키텍처 활용 가능 –>
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This theme supports rendering beautiful math in inline and display modes using MathJax 3 engine. You just need to surround your math expression with $$
, like $$ E = mc^2 $$
. If you leave it inside a paragraph, it will produce an inline expression, just like \(E = mc^2\).
To use display mode, again surround your expression with $$
and place it as a separate paragraph. Here is an example:
Note that MathJax 3 is a major re-write of MathJax that brought a significant improvement to the loading and rendering speed, which is now on par with KaTeX.
Citations are then used in the article body with the <d-cite>
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The citation is presented inline like this:
Distill chose a numerical inline citation style to improve readability of citation dense articles and because many of the benefits of longer citations are obviated by displaying more information on hover. However, we consider it good style to mention author last names if you discuss something at length and it fits into the flow well — the authors are human and it’s nice for them to have the community associate them with their work.
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var x = 25;
function(x) {
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You can add interative plots using plotly + iframes
The plot must be generated separately and saved into an HTML file. To generate the plot that you see above, you can use the following code snippet:
import pandas as pd
import plotly.express as px
df = pd.read_csv(
'https://raw.githubusercontent.com/plotly/datasets/master/earthquakes-23k.csv'
)
fig = px.density_mapbox(
df,
lat='Latitude',
lon='Longitude',
z='Magnitude',
radius=10,
center=dict(lat=0, lon=180),
zoom=0,
mapbox_style="stamen-terrain",
)
fig.show()
fig.write_html('assets/plotly/demo.html')
The main text column is referred to as the body. It is the assumed layout of any direct descendants of the d-article
element.
.l-body
For images you want to display a little larger, try .l-page
:
.l-page
All of these have an outset variant if you want to poke out from the body text a little bit. For instance:
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.l-page-outset
Occasionally you’ll want to use the full browser width. For this, use .l-screen
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.l-screen
.l-screen-inset
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sized text except on mobile screen sizes.
.l-gutter
Emphasis, aka italics, with asterisks (*asterisks*
) or underscores (_underscores_
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Strong emphasis, aka bold, with asterisks or underscores.
Combined emphasis with asterisks and underscores.
Strikethrough uses two tildes. Scratch this.
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I’m a relative reference to a repository file
You can use numbers for reference-style link definitions
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Some text to show that the reference links can follow later.
Here’s our logo (hover to see the title text):
Inline-style:
Reference-style:
Inline code
has back-ticks around
it.
var s = "JavaScript syntax highlighting";
alert(s);
s = "Python syntax highlighting"
print s
No language indicated, so no syntax highlighting.
But let's throw in a <b>tag</b>.
Colons can be used to align columns.
Tables | Are | Cool |
---|---|---|
col 3 is | right-aligned | $1600 |
col 2 is | centered | $12 |
zebra stripes | are neat | $1 |
There must be at least 3 dashes separating each header cell. The outer pipes (|) are optional, and you don’t need to make the raw Markdown line up prettily. You can also use inline Markdown.
Markdown | Less | Pretty |
---|---|---|
Still | renders | nicely |
1 | 2 | 3 |
Blockquotes are very handy in email to emulate reply text. This line is part of the same quote.
Quote break.
This is a very long line that will still be quoted properly when it wraps. Oh boy let’s keep writing to make sure this is long enough to actually wrap for everyone. Oh, you can put Markdown into a blockquote.
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This line is separated from the one above by two newlines, so it will be a separate paragraph.
This line is also a separate paragraph, but… This line is only separated by a single newline, so it’s a separate line in the same paragraph.