A survey on detection of llms-generated content

X Yang, L Pan, X Zhao, H Chen, L Petzold… - arxiv preprint arxiv …, 2023 - arxiv.org
The burgeoning capabilities of advanced large language models (LLMs) such as ChatGPT
have led to an increase in synthetic content generation with implications across a variety of …

Beyond normal: On the evaluation of mutual information estimators

P Czyż, F Grabowski, J Vogt… - Advances in Neural …, 2023 - proceedings.neurips.cc
Mutual information is a general statistical dependency measure which has found
applications in representation learning, causality, domain generalization and computational …

Optimal score estimation via empirical bayes smoothing

A Wibisono, Y Wu, KY Yang - The Thirty Seventh Annual …, 2024 - proceedings.mlr.press
We study the problem of estimating the score function of an unknown probability distribution
$\rho^* $ from $ n $ independent and identically distributed observations in $ d …

[PDF][PDF] Statistical optimal transport

S Chewi, J Niles-Weed, P Rigollet - arxiv preprint arxiv:2407.18163, 2024 - arxiv.org
Statistical Optimal Transport arxiv:2407.18163v2 [math.ST] 7 Nov 2024 Page 1 Statistical
Optimal Transport Sinho Chewi Yale Jonathan Niles-Weed NYU Philippe Rigollet MIT …

[PDF][PDF] To believe or not to believe your llm

YA Yadkori, I Kuzborskij… - arxiv preprint …, 2024 - storage.prod.researchhub.com
We explore uncertainty quantification in large language models (LLMs), with the goal to
identify when uncertainty in responses given a query is large. We simultaneously consider …

Provable guarantees for generative behavior cloning: Bridging low-level stability and high-level behavior

A Block, A Jadbabaie, D Pfrommer… - Advances in …, 2023 - proceedings.neurips.cc
We propose a theoretical framework for studying behavior cloning of complex expert
demonstrations using generative modeling. Our framework invokes low-level controllers …

Unsourced multiple access: A coding paradigm for massive random access

G Liva, Y Polyanskiy - Proceedings of the IEEE, 2024 - ieeexplore.ieee.org
This article is a tutorial introduction to the field of unsourced multiple access (UMAC)
protocols. We first provide a historical survey of the evolution of random access protocols …

[PDF][PDF] Treatment effects in market equilibrium

E Munro, S Wager, K Xu - arxiv preprint arxiv:2109.11647, 2021 - aeaweb.org
When randomized trials are run in a marketplace equilibriated by prices, interference arises.
To understand the impact on RCT analysis, we build a stochastic model of treatment effects …

Provably robust score-based diffusion posterior sampling for plug-and-play image reconstruction

X Xu, Y Chi - arxiv preprint arxiv:2403.17042, 2024 - arxiv.org
In a great number of tasks in science and engineering, the goal is to infer an unknown image
from a small number of measurements collected from a known forward model describing …

Deterministic-random tradeoff of integrated sensing and communications in Gaussian channels: A rate-distortion perspective

F Liu, Y **ong, K Wan, TX Han… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Integrated sensing and communications (ISAC) is recognized as a key enabling technology
for future wireless networks. To shed light on the fundamental performance limits of ISAC …