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
論文紹介: Sample Reuse via Importance Sampling in I...
Search
Masahiro Nomura
April 09, 2020
Research
340
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
論文紹介: Sample Reuse via Importance Sampling in Information Geometric Optimization / sample_reuse_igo
Masahiro Nomura
April 09, 2020
More Decks by Masahiro Nomura
See All by Masahiro Nomura
ランダム欠損データに依存しない推薦システムのバイアス除去 / towards-resolving-propensity-contradiction-in-offline-recommender-learning
nmasahiro
0
340
転移学習によるハイパーパラメータ最適化の高速化 / warm_starting_cma
nmasahiro
0
2.5k
論文紹介: IRのためのパラメータチューニング / ir-tuning
nmasahiro
0
560
機械学習における ハイパーパラメータ最適化の理論と実践 / hpo_theory_practice
nmasahiro
30
44k
論文紹介 : Population Based Augmentation: Efficient Learning of Augmentation Policy Schedules
nmasahiro
1
810
広告とAI(とハイパーパラメータ最適化) / Ad with AI
nmasahiro
1
2.2k
Other Decks in Research
See All in Research
多様なデータを許容し学習し続ける模倣学習 / Advanced Imitation Learning for VLA
prinlab
0
290
研究室単位での自律的 IPv6接続性確立に向けたAS共同運用モデルの提案と実証
reokashiwa
PRO
0
200
さくらインターネット研究所テックトーク2026春、研究開発Gr.25年度成果26年度方針
kikuzo
0
180
HackSick vol.7 LT資料【LLMアーキテクチャ入門・事前学習時の躓き所解説】 スパースなAttention・状態空間モデル
rikkabotan7
0
170
NLP colloquium: AI Safety Survey
kanekomasahiro
1
1k
Google Cloud Next 2026 DM Recap Agentic Data Cloudを添えて / Google Cloud Next 2026 DM Recap
nnaka2992
0
120
AY 2026 Guide to Academic Writing Using Generative AI - Workshop
ks91
PRO
0
160
CVPR2026論文紹介_VLMにとって良いvision encoderとは何か?Rethinking Model Selection in VLM Through the Lens of Gromov-Wasserstein Distance
kobayashi31
1
200
Scalable dynamic origin-destination demand estimation enhanced by high-resolution satellite imagery data
satai
3
420
Apache Gravitinoで実現する Icebergカタログ統合とアクセスの一元化
matsumooon
0
470
Vector Map as Language: Toward Unified Remote Sensing Vector Mapping
satai
3
200
HAKARI-Bench - 実運用視点での情報検索モデル評価ベンチマーク
hotchpotch
1
710
Featured
See All Featured
The Impact of AI in SEO - AI Overviews June 2024 Edition
aleyda
6
1.2k
How to Talk to Developers About Accessibility
jct
2
530
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
141
35k
Effective software design: The role of men in debugging patriarchy in IT @ Voxxed Days AMS
baasie
0
490
Mind Mapping
helmedeiros
PRO
1
340
Why Your Marketing Sucks and What You Can Do About It - Sophie Logan
marketingsoph
0
390
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
16
2.1k
Why Mistakes Are the Best Teachers: Turning Failure into a Pathway for Growth
auna
0
220
The agentic SEO stack - context over prompts
schlessera
0
880
From π to Pie charts
rasagy
0
330
Collaborative Software Design: How to facilitate domain modelling decisions
baasie
1
290
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
35
2.8k
Transcript
. Sample Reuse via Importance Sampling in Information Geometric Optimization
^ILW1NL Y 18 : I ) ) * ( WP LW WPK ^ 1
• . S RL ?L XL [P 8S UWY L
S RP N P 8 MUWS YPU 7LUSLYWP = YPSP YPU • . OP P OP OPW DU OLP 1 PSUYU P = OP U U =O W • . WCP[ ) (- 75 = (+ L]YL K • . w 87= ʼ • . 28: 1 5 h • . 1 5 z~ 2
• 87= • 87= • • 3
87= • i i i • . s p f
s • w ~n • 1 5 5 . ]ac nʼ s • 28: 71 . ]ac nʼ • w z~ 1 5 ? e A K YL 4
87= • 87= (. • M I M 5
87= • zrzf5EM ] F sm • y • z~
s n • z~ 5EB ] F 6
87= • zrzf5EM ] F sm • y • z~
s n • z~ 5EB ] F 7
87= • zrzf5EM ] F sm • y • z~
s n • z~ 5EB ] F 8
87= • zrzf5EM ] F sm • y • z~
s n • z~ 5EB ] F 9
87= • now f5EB ] F w ʼ • ~
• 87= ). • N I S • . • : KP[s • i rv w 10
87= • • d ]ac r • • 5EB ]
F zfc 11
87= • • d ]ac r • • 5EB ]
F zfc • d ~ sm 12
87= • 87= d n~n • PYLW YPU x ~~z
~ f t~n n • ~ ~ 13
8S UWY L S RP N • ( G /
( f r s • zʼn . ] b G N ] ∫ " # %& # '# • i . G r d • n 8 . • A IP XLKr|f G zʼ s n 14
• 28: . ]ac nʼ87= • • 1 5 .
]ac nʼ87= • z n z k 15
. 28: 16 • = L ] . ( ʼ
s ~(s • :L KP N= LX . r (s zʼ s ~(s
. 1 5 17 • 5RRP XUPK ?UXL IWU .
• 1 RL^ ? XYWPNP . • ? XYWPNP s1 RL^ s n
. 1 5 18
• 87= ʼ i i • 28: 1 5 •
8S UWY L S RP N • 28: 1 5 z~ • ? XYWPNP zr ʼsf • • 19