Understanding intermediate layers using linear classifier probes
Neural network models have a reputation for being black boxes. We propose to monitor the features at every layer of a model and measure how suitable they are for classification. We use linear classifiers, which we refer to as "probes", trained entirely independently of the model itself. This helps us better understand the roles and dynamics of the intermediate layers. We demonstrate how this can b
Learning to Refine Object Segments
Object segmentation requires both object-level information and low-level pixel data. This presents a challenge for feedforward networks: lower layers in convolutional nets capture rich spatial information, while upper layers encode object-level knowledge but are invariant to factors such as pose and appearance. In this work we propose to augment feedforward nets for object segmentation with a nove
Learning to Segment Object Candidates
Recent object detection systems rely on two critical steps: (1) a set of object proposals is predicted as efficiently as possible, and (2) this set of candidate proposals is then passed to an object classifier. Such approaches have been shown they can be fast, while achieving the state of the art in detection performance. In this paper, we propose a new way to generate object proposals, introducin
安藤日記 - SIGGRAPH 2015 - Paper Fast Forward (1/2)
安藤日記 安藤日記：デジタルガジェット好き「安藤幸央」の日々のメモ ( yukio.andoh@gmail.com ) [ http://twitter.com/yukio_andoh ] Design Sprint Newsletter https://designsprint.substack.com/ #SIGGRAPH2015J Papers Fast Forward 全論文を各30秒づつという短い時間で紹介するセッション。 真面目にプレゼンする人から、仮装して笑いを取りに行く人まで。 全論文を一気に見ることで、今年の傾向や、注目の論文を見つけ出すことができる注目のセッション。 ■Computational Illumination Homogeneous Codes for Energy Efficient Illumination and Imaging 液晶ディスプレイのよう
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Zerocash: Decentralized Anonymous Payments from Bitcoin (extended version)
Zerocash: Decentralized Anonymous Payments from Bitcoin (extended version) Eli Ben-Sasson∗ Alessandro Chiesa† Christina Garman‡ Matthew Green‡ Ian Miers‡ Eran Tromer§ Madars Virza† May 18, 2014 Abstract Bitcoin is the first digital currency to see widespread adoption. Although payments are conducted between pseudonyms, Bitcoin cannot offer strong privacy guarantees: payment transactions are record
Architectural Styles and the Design of Network-based Software Architectures
UNIVERSITY OF CALIFORNIA, IRVINE Architectural Styles and the Design of Network-based Software Architectures DISSERTATION submitted in partial satisfaction of the requirements for the degree of DOCTOR OF PHILOSOPHY in Information and Computer Science by Roy Thomas Fielding 2000 Dissertation Committee: Professor Richard N. Taylor, Chair Professor Mark S. Ackerman Professor David S. Rosenblum
Keynote Speakers | 25th European Conference on Object-Oriented Programming
We are pleased to announce three keynote speakers, that includes the two AiTO Dahl-Nygard prize winners: Craig Chambers and Atsushi Igarashi, for this years ECOOP. Craig Chambers, "Expressiveness, Simplicity, and Users" Abstract: I have worked on several different language design and optimizing compiler projects, and I am often surprised by which ideas turn out to be the most successful. Oftentim
Stratified B-trees and versioning dictionaries
A classic versioned data structure in storage and computer science is the copy-on-write (CoW) B-tree -- it underlies many of today's file systems and databases, including WAFL, ZFS, Btrfs and more. Unfortunately, it doesn't inherit the B-tree's optimality properties; it has poor space utilization, cannot offer fast updates, and relies on random IO to scale. Yet, nothing better has been developed s
Best Paper Awards in Computer Science
Collection of best paper awards for 32 computer science conferences since 1996 This is a collection of best paper awards from conferences in each computer science subfield, starting from 1996. Originally, the broadest representative conference for each subfield were selected to be included. This data was entered by hand from sources found online (many of them no longer available), so please email
Designing Reusable Classes
Ralph E. Johnson & Brian Foote Journal of Object-Oriented Programming June/July 1988, Volume 1, Number 2, pages 22-35 Department of Computer Science University of Illinois at Urbana-Champaign 1304 West Springfield Ave., Urbana IL 61801 (217) 244-0093, (217) 328-3523 johnson@cs.uiuc.edu, foote@cs.uiuc.edu Abstract Object-oriented programming is as much a different way of designing programs as it is
C and the AT&T Unix Port -- A Personal History
C and the AT&T Unix Port -- A Personal History Ｃ言語と AT&T Unix の移植 Porting Unix from the 16-bit PDP-11 to the 32-bit Interdata 8/32 had a profound effect on the C language and the way it was used in Unix. 16 bit の PDP-11 から 32 bit の Interdata 8/32 への移植は Ｃ言語とその Unix での使用方法に深い影響を与えました。 Background 背景 I got involved in compilers by a backdoor route -- Dennis Ritchie had written a compiler for a languag
オブジェクト指向スクリプト言語Rubyへの世代別ごみ集めの実装と評価 | CiNii Research
タイトル別名 オブジェクト シコウ スクリプト ゲンゴ Ruby エ ノ セダイ ベツゴミ アツメ ノ ジッソウ ト ヒョウカ Implementation and Evaluations of Generational Garbage Collection in Object - oriented Scripting Language Ruby 迅速なソフトウェア開発の要求が高まるにつれて，オブジェクト指向スクリプト言語は，より多くの場面で使用されている．これまでのスクリプト言語は，主に小規模なプログラムに使用されていたが，オブジェクト指向スクリプト言語はその保守性の高さから大規模なプログラムにも使用されている．一般に，オブジェクト指向言語ではプログラマの負担を軽くするため，メモリ管理を処理系側で行う実装となっている．そのため，処理系はメモリを有効に利用するために，不要になったメモリを回
NIPS 2008 Proceedings
Advances in Neural Information Processing Systems 21 (NIPS 2008) The papers below appear in Advances in Neural Information Processing Systems 21 edited by D. Koller and D. Schuurmans and Y. Bengio and L. Bottou. They are proceedings from the conference, "Neural Information Processing Systems 2008." Structure Learning in Human Sequential Decision-Making Daniel Acuna, Paul R. Schrater The Gaussian P
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http://www.seanbell.ca/tmp/siggraph2015-bell-bala.pdf
http://nlp.stanford.edu/~socherr/thesis.pdf
http://leon.bottou.org/publications/pdf/compstat-2010.pdf
ダブル配列におけるキー削除の効率化手法 | CiNii Research
https://dl.acm.org/citation.cfm?id=1073462
オブジェクトの世代を考慮に入れたインクリメンタルなごみ集め処理 | CiNii Research