Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
研究って何だっけ / What is Research?
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Kenji Saito
PRO
April 17, 2025
Science
200
2
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
研究って何だっけ / What is Research?
早稲田大学大学院経営管理研究科「ブロックチェーンと分散ファイナンス演習・研究指導」2025 春の第1回で使用したスライドです。
Kenji Saito
PRO
April 17, 2025
More Decks by Kenji Saito
See All by Kenji Saito
文化的ループ (推論, エージェント) と思考プロセスの検証可能性 / Cultural Loops (Inference, Agents) and the Verifiability of Thought Processes
ks91
PRO
0
24
アカデミーキャンプ2026 夏 「ヤツらを究めろ!ウチらとヤツらの自由研究∼ シーズン2」DAY 3 / Academy Camp 2026 Summer: Master Them! Our Independent Research Project with Them—Season 2 DAY3
ks91
PRO
0
56
アカデミーキャンプ2026 夏 「ヤツらを究めろ!ウチらとヤツらの自由研究∼ シーズン2」DAY 1 / Academy Camp 2026 Summer: Master Them! Our Independent Research Project with Them—Season 2 DAY1
ks91
PRO
0
59
アカデミーキャンプ2026 夏 「ヤツらを究めろ!ウチらとヤツらの自由研究∼ シーズン2」DAY 2 / Academy Camp 2026 Summer: Master Them! Our Independent Research Project with Them—Season 2 DAY2
ks91
PRO
0
89
責任2.0 ∼ AI が主体となる世界で ∼ / Responsibility 2.0: In a World Where AI Takes Responsibilities
ks91
PRO
0
77
発表と総括 / Presentations and Summary
ks91
PRO
0
230
インシデントレスポンス演習II / Incident Response Exercise II
ks91
PRO
0
110
脱金融のフューチャー・デザイン / Future Design Beyond Finance
ks91
PRO
0
200
戦略と安全保障 / Strategy and Security
ks91
PRO
0
120
Other Decks in Science
See All in Science
医療 LLM ベンチマークの現在地:多面的評価 と日本ローカライズ
analokmaus
1
650
不動産業界における業界特化のデータ整備とAI活用 ─Vertical DataとVertical AI─
estie
1
920
知能とはなにか -ヒトとAIのあいだ-
tagtag
PRO
0
150
生成AIと司法書士の未来.pdf
tagtag
PRO
0
160
コーヒー豆様核 (Coffee-bean nuclei) における形態学的サブタイピングと精選・焙煎特性の同定
jagupath
PRO
0
140
TypeScript で WebAssembly を用いた 型安全なプラグイン設計
nagano
2
600
因果推論と機械学習
sshimizu2006
1
1.4k
Non-Gaussian, nonlinear causal discovery with hidden variables and application
sshimizu2006
0
170
機械学習 - DBSCAN
trycycle
PRO
0
2k
CVPR2026_VGGTとその仲間たち
mickey_0226
0
1k
(CVPR2026) Back to Basics: Let Denoising Generative Models Denoise
shumpei777
0
310
AI for Phage-Host prediction
michielstock
0
110
Featured
See All Featured
Exploring anti-patterns in Rails
aemeredith
3
470
Bash Introduction
62gerente
615
220k
RailsConf 2023
tenderlove
30
1.5k
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
25
2k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
46
2.9k
Building Flexible Design Systems
yeseniaperezcruz
330
40k
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
47
8.3k
Navigating Algorithm Shifts & AI Overviews - #SMXNext
aleyda
1
1.6k
Into the Great Unknown - MozCon
thekraken
41
2.7k
[SF Ruby Conf 2025] Rails X
palkan
2
1.3k
The agentic SEO stack - context over prompts
schlessera
0
870
Hiding What from Whom? A Critical Review of the History of Programming languages for Music
tomoyanonymous
3
1.1k
Transcript
Blockchain and Decentralized Finance — generated by Stable Diffusion 3.5
2025 1 2025 1 — 2025-04-18 – p.1/47
https://speakerdeck.com/ks91 2 2025 1 — 2025-04-18 – p.2/47
. . . . . . 2020 ( ) MBA
2025 1 — 2025-04-18 – p.3/47
(Ph.D.) http://matt.might.net/articles/phd-school-in-pictures/ Ph.D. : Philosophiae Doctor ( ) / Doctor
of Philosophy ( ) 2025 1 — 2025-04-18 – p.4/47
(1/15) The illustrated guide to a Ph.D. Matt Might matt.might.net
ֆͰΘ͔Δത࢜߸ͷಓϚοτɾϚΠτ 2025 1 — 2025-04-18 – p.5/47
(2/15) ਓྨͷࣝͷશൣғΛද͢ ԁΛߟ͍͑ͯͩ͘͞ 2025 1 — 2025-04-18 – p.6/47
(3/15) খֶߍΛଔۀ͢Δ͜Ζɺ ͦͷগ͠ ͍ͬͯΔͰ͠ΐ͏ 2025 1 — 2025-04-18 – p.7/47
(4/15) ߴߍΛଔۀ͢Δ͜Ζʹɺ ͏গ͠ ͍ͬͯΔͰ͠ΐ͏ 2025 1 — 2025-04-18 – p.8/47
(5/15) େֶΛଔۀ͢Δ͜Ζʹɺ ઐੑΛ ʹ͚͍ͭͯ·͢ 2025 1 — 2025-04-18 – p.9/47
(6/15) େֶӃͰम࢜߸ΛऔΔ͜ͱɺ ͦͷઐੑΛ ਂΊ·͢ 2025 1 — 2025-04-18 – p.10/47
(7/15) ݚڀจΛಡΉ͜ͱͰɺ ͦͷ࣌ͷਓྨͷͷ ݶքʹ౸ୡ͠·͢ 2025 1 — 2025-04-18 – p.11/47
(8/15) ͷݶքʹ౸ୡͨ͠ͳΒɺ ͦ͜Ͱूத͠·͢ 2025 1 — 2025-04-18 – p.12/47
(9/15) ͷݶքΛɺʹΘͨͬͯ ԡ͠ଓ͚·͢ 2025 1 — 2025-04-18 – p.13/47
(10/15) ͋ΔɺݶքΛಥഁͰ͖·͢ 2025 1 — 2025-04-18 – p.14/47
(11/15) Ph.D. ͦͷͱ͖͜͏ଆʹϙίοͱ ग़ͨͱ͜Ζ͕ɺത࢜߸ͳͷͰ͢ 2025 1 — 2025-04-18 – p.15/47
(12/15) ͪΖΜɺࠓ͋ͳͨʹ ੈք͕ҧͬͯݟ͍͑ͯΔͰ͠ΐ͏ 2025 1 — 2025-04-18 – p.16/47
(13/15) Ph.D. ͔ͩΒͦ͜େ͖ͳֆΛΕͣʹ 2025 1 — 2025-04-18 – p.17/47
(14/15) Keep pushing. ԡ͠ଓ͚Ζɻ 2025 1 — 2025-04-18 – p.18/47
(15/15) More at http://blog.might.net/ 2025 1 — 2025-04-18 – p.19/47
http://matt.might.net/articles/phd-school-in-pictures/ 2025 1 — 2025-04-18 – p.20/47
͜Ε·Ͱ ͜Ε͔Β ਓؒʹΑΔ ൃݟɾൃ໌ ਓྨͷࣝͷશൣғ ਓྨͷࣝͷશൣғ จ จ ࣗಈ ੜ
จ ࣗಈ ੜ จ ࣗಈ ੜ จ ͢Ͱʹ ಡΈΕͳ͍ ֶҐɾ໊ͳͲͷ ΠϯηϯςΟϒ ح৺Ͱۦಈ શࣗಈ͕ͩ ௐ͞ΕΔ ·ͬͨ͘ ಡΈΕͳ͍ ͕ɺਓྨશମ ͷͷ֦ுͷ ͱͳΔ DG;1% ཧ ϝλࣗવબ 2025 1 — 2025-04-18 – p.21/47
↑ ↑ 2025 1 — 2025-04-18 – p.22/47
2025 1 — 2025-04-18 – p.23/47
: ( ) : : : : : : :
: : 2025 1 — 2025-04-18 – p.24/47
1 : { | } ← ⇓ 2 : {
| } ← 1 2 ( ) ← ← ← 2025 1 — 2025-04-18 – p.25/47
: ← ( ( ) ) ← ( ) (
) ( ) ( ) 2025 1 — 2025-04-18 – p.26/47
. . . : → ( ) → 1 (
) : → ( ) → 2 : → ( ) → 3 2025 1 — 2025-04-18 – p.27/47
. . . ( ) : ( = , )
: 2025 1 — 2025-04-18 – p.28/47
2025 1 — 2025-04-18 – p.29/47
< ΞΧΩϟϯ > αΠςʔγϣϯ Ҿ༻ ( = ) (
) 2025 1 — 2025-04-18 – p.30/47
— ( ) arXiv ( ), SSRN, BioRxiv, medRxiv, etc.
( ) / ( ) ( ) 2025 1 — 2025-04-18 – p.31/47
= 2025 1 — 2025-04-18 – p.32/47
( ) Google Scholar ( Deep Research ) https://scholar.google.com (
) ( ) ( ) ( ) ( . . . ) ( ) 2025 1 — 2025-04-18 – p.33/47
— Molly K. Macauley, “The economics of space debris: Estimating
the costs and benefits of debris mitigation” ( ) ( DeepL ) DOI ( ) Digital Object Identifier ( ) https://doi.org/ DOI https://doi.org/10.1016/j.actaastro.2015.05.006 2025 1 — 2025-04-18 – p.34/47
. . . , , (Wikipedia) 2025 1 — 2025-04-18
– p.35/47
(2020 ) 5 300 https://www.livescience.com/torsion-balance-breakthrough-prize.html 5 5 . . .
( ) 2025 1 — 2025-04-18 – p.36/47
( ) 2025 1 — 2025-04-18 – p.37/47
: (1) : ( ) (2) : ( ) ⇒
2025 1 — 2025-04-18 – p.38/47
( ) ( + ) ( ) 2025 1 —
2025-04-18 – p.39/47
( ) 2025 1 — 2025-04-18 – p.40/47
2025 1 — 2025-04-18 – p.41/47
( ) ( ) 2025 1 — 2025-04-18 – p.42/47
“What I cannot create, I do not understand.” “Know how
to solve every problem that has been solved.” 2025 1 — 2025-04-18 – p.43/47
ͯ͢ಉ͡৭ ͯ͢ಉ͡৭ 3 ( # 3 ( # 2025 1
— 2025-04-18 – p.44/47
3 ( # 3 ( # 3 ( # ෆಁ໌ͰඃͤΔ
3 ( # 3 ( # ͷղऍ ݩʑ͜Μͳ৭ʁ Կ͔ඃ͍ͬͯ͞Δ ೖྗ͞Εͨ৭ ը૾ͷ࡞Γํ 2025 1 — 2025-04-18 – p.45/47
. . . 2025 1 — 2025-04-18 – p.46/47
2025 1 — 2025-04-18 – p.47/47