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20062026
most citedClassification vs regression in overparameterized regimes: Does the loss function matter?

45 citations · 293 across the 45 of their papers we have counts for

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31 papers · 1 filter

cs.IT2026

The Entropy of Floating-Point Numbers

Sultan M. Daniels, Samuel H. D'Ambrosia, Michael R. DeWeese +1

Here we present an analytic approximation for the entropy of floating-point numbers, along with bounds on the error of this approximation. It is well-known that the differential en…

cs.IT2018★ 1 cited

Wireless Channel Dynamics and Robustness for Ultra-Reliable Low-Latency Communications

Vasuki Narasimha Swamy, Paul Rigge, Gireeja Ranade +2

Interactive, immersive and critical applications demand ultra-reliable low-latency communication (URLLC). To build wireless communication systems that can support these application…

cs.IT2018★ 1 cited

Network Coding for Real-time Wireless Communication for Automation

Vasuki Narasimha Swamy, Paul Rigge, Gireeja Ranade +2

Real-time applications require latencies on the order of a millisecond with very high reliabilities, paralleling the requirements for high-performance industrial control. Current w…

cs.IT2017

Layered black-box, behavioral interconnection perspective and applications to the problem of communication with fidelity criteria, Part II: stationary sources satisfying ψ-mixing criterion

Mukul Agarwal, Sanjoy Mitter, Anant Sahai

Theorems from Part 1 of this paper are generalized to ψ-mixing sources in this paper. Application to Markoff chains and order m Markoff chains is presented. The main result is the…

cs.IT2017

Layered black-box, behavioral interconnection perspective and applications to the problem of communication with fidelity criteria, Part I: i.i.d. sources

Mukul Agarwal, Sanjoy Mitter, Anant Sahai

In this paper, the problem of communication over an essentially unknown channel, which is known to be able to communicate a source to a destination to within a certain distortion l…

cs.IT2017

Control Capacity

Gireeja Ranade, Anant Sahai

Feedback control actively dissipates uncertainty from a dynamical system by means of actuation. We develop a notion of "control capacity" that gives a fundamental limit (in bits) o…

cs.IT2016

Real-time Cooperative Communication for Automation over Wireless

Vasuki Narasimha Swamy, Sahaana Suri, Paul Rigge +4

High-performance industrial automation systems rely on tens of simultaneously active sensors and actuators and have stringent communication latency and reliability requirements. Cu…

cs.IT2013★ 12 cited

Information embedding and the triple role of control

Pulkit Grover, Aaron B. Wagner, Anant Sahai

We consider the problem of information embedding where the encoder modifies a white Gaussian host signal in a power-constrained manner to encode a message, and the decoder recovers…

cs.IT2013★ 4 cited

A universal, operational theory of unicast multi-user communication with fidelity criteria

Mukul Agarwal, Sanjoy Mitter, Anant Sahai

This is a three part paper. Optimality of source-channel separation for communication with a fidelity criterion when the channel is compound as defined by Csiszar and Korner in the…

cs.IT2010★ 1 cited

Implicit and explicit communication in decentralized control

Pulkit Grover, Anant Sahai

There has been substantial progress recently in understanding toy problems of purely implicit signaling. These are problems where the source and the channel are implicit -- the mes…

cs.IT2010

Towards a communication-theoretic understanding of system-level power consumption

Pulkit Grover, Kristen Ann Woyach, Anant Sahai

Traditional communication theory focuses on minimizing transmit power. However, communication links are increasingly operating at shorter ranges where transmit power can be signifi…

cs.IT2010

Is Witsenhausen's counterexample a relevant toy?

Pulkit Grover, Anant Sahai

This paper answers a question raised by Doyle on the relevance of the Witsenhausen counterexample as a toy decentralized control problem. The question has two sides, the first of w…

cs.IT2010★ 11 cited

Information embedding meets distributed control

Pulkit Grover, Aaron B. Wagner, Anant Sahai

We consider the problem of information embedding where the encoder modifies a white Gaussian host signal in a power-constrained manner to encode the message, and the decoder recove…

cs.IT2010★ 33 cited

The finite-dimensional Witsenhausen counterexample

Pulkit Grover, Se Yong Park, Anant Sahai

Recently, a vector version of Witsenhausen's counterexample was considered and it was shown that in that limit of infinite vector length, certain quantization-based control strateg…

cs.IT2009

Equivalence perspectives in communication, source-channel connections and universal source-channel separation

Mukul Agarwal, Anant Sahai, Sanjoy Mitter

An operational perspective is used to understand the relationship between source and channel coding. This is based on a direct reduction of one problem to another that uses random…

cs.IT2008

Green Codes: Energy-Efficient Short-Range Communication

Pulkit Grover, Anant Sahai

A green code attempts to minimize the total energy per-bit required to communicate across a noisy channel. The classical information-theoretic approach neglects the energy expended…

cs.IT2008★ 24 cited

The price of certainty: "waterslide curves" and the gap to capacity

Anant Sahai, Pulkit Grover

The classical problem of reliable point-to-point digital communication is to achieve a low probability of error while keeping the rate high and the total power consumption small. T…

cs.IT2007

The source coding game with a cheating switcher

Hari Palaiyanur, Cheng Chang, Anant Sahai

Motivated by the lossy compression of an active-vision video stream, we consider the problem of finding the rate-distortion function of an arbitrarily varying source (AVS) composed…

cs.IT2007★ 11 cited

The price of ignorance: The impact of side-information on delay for lossless source-coding

Cheng Chang, Anant Sahai

Inspired by the context of compressing encrypted sources, this paper considers the general tradeoff between rate, end-to-end delay, and probability of error for lossless source cod…

cs.IT2007★ 11 cited

Balancing forward and feedback error correction for erasure channels with unreliable feedback

Anant Sahai

The traditional information theoretic approach to studying feedback is to consider ideal instantaneous high-rate feedback of the channel outputs to the encoder. This was acceptable…

cs.IT2007★ 43 cited

Zero-rate feedback can achieve the empirical capacity

Krishnan Eswaran, Anand D. Sarwate, Anant Sahai +1

The utility of limited feedback for coding over an individual sequence of DMCs is investigated. This study complements recent results showing how limited or noisy feedback can boos…

cs.IT2007★ 5 cited

Sequential decoding for lossless streaming source coding with side information

Hari Palaiyanur, Anant Sahai

The problem of lossless fixed-rate streaming coding of discrete memoryless sources with side information at the decoder is studied. A random time-varying tree-code is used to seque…

cs.IT2007★ 14 cited

What is needed to exploit knowledge of primary transmissions?

Pulkit Grover, Anant Sahai

Recently, Tarokh and others have raised the possibility that a cognitive radio might know the interference signal being transmitted by a strong primary user in a non-causal way, an…

cs.IT2007

The source coding game with a cheating switcher

Hari Palaiyanur, Cheng Chang, Anant Sahai

Berger's paper `The Source Coding Game', IEEE Trans. Inform. Theory, 1971, considers the problem of finding the rate-distortion function for an adversarial source comprised of mult…