A Neural Attention Model for Abstractive Sentence Summarization

Summarization based on text extraction is inherently limited, but generation-style abstractive methods have proven challenging to build. In this work, we propose a fully data-driven approach to abstractive sentence summarization. Our method utilizes a local attention-based model that generates each word of the summary conditioned on the input sentence. While the model is structurally simple, it can easily be trained end-to-end and scales to a large amount of training data. The model shows significant performance gains on the DUC-2004 shared task compared with several strong baselines.Comment: Proceedings of EMNLP 201

Excess-entropy scaling of dynamics for a confined fluid of dumbbell-shaped particles

We use molecular simulation to study the ability of excess entropy scaling relationships to describe the kinetic properties of a confined molecular system. We examine a model for a confined fluid consisting of dumbbell-shaped molecules that interact with atomistically detailed pore walls via a Lennard-Jones potential. We obtain kinetic, thermodynamic, and structural properties of the system at three wall-fluid interaction strengths and over a temperature range that includes sub-and super-critical conditions. Four dynamic properties are considered: translational and rotational diffusivities, a characteristic relaxation time for rotational motion, and a collective relaxation time stemming from analysis of the coherent intermediate scattering function. We carefully consider the reference state used to define the excess entropy of a confined fluid. Three ideal-gas reference states are considered, with the cases differentiated by the extent to which one-body spatial and orientational correlations are accounted for in the reference state. Our results indicate that a version of the excess entropy that includes information related to the one-body correlations in a confined fluid serves as the best scaling variable for dynamic properties. When adopting such a definition for the reference state, to a very good approximation, bulk and confined data for a specified dynamic property at a given temperature collapse onto a common curve when plotted against the excess entropy.National Science Foundation CBET-0828979Welch Foundation F-1696David and Lucile Packard FoundationChemical Engineerin

Passivity-Based Control of Human-Robotic Networks with Inter-Robot Communication Delays and Experimental Verification

In this paper, we present experimental studies on a cooperative control system for human-robotic networks with inter-robot communication delays. We first design a cooperative controller to be implemented on each robot so that their motion are synchronized to a reference motion desired by a human operator, and then point out that each robot motion ensures passivity. Inter-robot communication channels are then designed via so-called scattering transformation which is a technique to passify the delayed channel. The resulting robotic network is then connected with human operator based on passivity theory. In order to demonstrate the present control architecture, we build an experimental testbed consisting of multiple robots and a tablet. In particular, we analyze the effects of the communication delays on the human operator's behavior

Topper’s Desk

This research paper reveals the brains behind the finest mind of a topper. It includes topics such as learn initials, underline, derivative of alphabets, visualize, memorizing and language study

Grips and Strings

This research paper lays foundation to a new concept grips and strings. Grip is basically our subconscious mind and strings are our thoughts. In the first section, it explains the properties of grips and strings. Then example of how art applies to this concept with diagram is given. Further on, a total of 19 references or examples to show that this concept applies to everyday life are given. In the final stage the advantages of this concept like how to save ourselves from tension is explained and how we can escape the death grip using lsquoGrips and Stringsrsquo is written

Goddess Life

This paper is based on the research work done on the life of Goddess Vaishnavi through predictions by various astrologers. It includes topics like Divinity, De-gripping, Husbands, Mind, Revenge and Purpose. She has 3 mothers: Saraswati, Kali and Lakshmi. She will lead a blessed life with the blessings of her 3 mothers. She is neither an incarnation of Goddess Lakshmi or Durga because she has an identity of her own. She is supposed to possess the powers of all 3 Goddesses

Generalizing and Neutralizing

This research paper deals with a new concept (generalizing and neutralizing) to overcome any possible problem we face in life to the extent that the failure we encounter loses its base and becomes void. The first section deals with the properties of this new concept followed by 5 case studies: having the intelligence tag, rubbishing criticism, facing lifersquos tragedy, overcoming rejection and college issues.nbs

Give and Take

This research paper is an extension of the research paper lsquoGoddess Lifersquo and it reveals about the superior most Goddess Vaishno Devi through a deeper research into her life. It covers topics such as Koka and Vikoka, current Kings and Queens, Mahabharata Characters ndash where are they now, Godrsquos rules and peoplersquos reactions