Theory & Algorithms · Computer Science & AI
Information Theory
The newest papers in Information Theory that ReadSearch has read, newest first. Each links to its own page, with its authors, date, where it was published and the original.
474 papers, from 4 September 2026 to 5 November 2026: 474 arXiv preprints.
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Newest papers, page 23
Zero-SNR Analyticity of the Scalar MMSE Is Equivalent to Gaussianity
Let $Y_s=\sqrt{s}X+Z$, where $Z$ is standard Gaussian and independent of the real random variable $X$.Conformal Individual Treatment Effect Estimation under Networked Interference
Conformal counterfactual prediction constructs prediction sets with finite-sample coverage guarantees for counterfactual outcomes and individual treatment effects under the no-interference assumption.Sharp Rates and a One-Line Correction for Spectral Representation Learning
A self-supervised encoder is trained once, frozen, and reused through lightweight probes on tasks nobody named at training time; the practitioner's question is when the off-the-shelf features are…Optimal Pruning for Neural Architectures using Fisher Information Distances
A new scheme for parameter pruning is introduced, derived from the differential-geometric distance in model space.Semantic-Aware Neural Video Codec for Error-Resilient Low-Latency Transmission
Emerging physical AI systems require low-latency, task-oriented video communication over unreliable channels.Separated Signal Libraries: Packing, Saturation, and Joint Spectral Limits
We study libraries of cross-sectional signals: at each date, a forecast vector over $d$ assets intended to predict the next period's cross-sectional return.Toward Mission-Critical ISAC: Reliable Energy-Aware Coordination in UAV Swarms
Unmanned aerial vehicle (UAV) swarms deployed in mission-critical applications must simultaneously track a mobile aerial target and maintain reliable data links.On Large-Scale Multiple Testing Over Networks: A Non-Asymptotic Approach
Distributed multiple testing asks $N$ sites to control a global false discovery rate (FDR) under a tight communication budget.PCGNet: Unifying Shared and Specific Information for Fashion Matching Recommendations
In fashion domain, recommending complementary clothing items that match selected pieces is a crucial cross-selling technique that improves customer satisfaction.A Mathematical Theory of Pragmatic Information
We propose a mathematical theory of pragmatic information that connects communication, control, and decision-making.When Does Text Inform? Benchmarking Information-Theoretic Metrics for Multimodal Time-Series Forecasting
Multimodal forecasting models that combine time series with text annotations promise richer prediction through textual context, but how do we know whether a text annotation meaningfully contributes…Risk-Averse Decision Making with Multi-Level Reliability Guarantees
Many applications in engineering, including wireless broadcasting, require designs that provide performance certificates at different target outage levels.Scalable Discrete-to-Continuous Channel Simulation for Compression and Privacy
Channel simulation has recently emerged as a useful component in machine learning systems where samples from a prescribed probability distribution are to be compressed.Receiver-Surface Hit Patterns via Legendre Approximation for Molecular Signal Detection
Detecting whether a transmitter is actively communicating with a receiver is a fundamental problem in molecular communications.Frame-Coded Legged Locomotion over Noisy Terrain
Open-loop multilegged locomotion over rough terrain has been interpreted as matter transport over a noisy channel: leg-ground interactions are discrete basic active contacts, terrain deletes or…Optimal Low-Rank Quantum State Tomography with Bounded-Sample Joint Measurements
We determine the optimal sample complexity of low-rank quantum state tomography when each measurement may act jointly on at most $t$ samples.From Semantic to Token Communication: The Next Paradigm for Large-Model-Driven 6G Intelligent Connectivity
The ambitious requirements of sixth-generation (6G) networks are driving communication systems from reliable bit delivery toward meaning-aware and task-oriented connectivity.Non-Coherent Over-the-Air Federated Learning: Protocol, Convergence, and Device Scheduling
To mitigate the scalability bottleneck in the radio access network (RAN) in federated edge learning (FEEL), over-the-air federated learning (AirFL) exploits waveform superposition over…Non-Adaptive 1-Bit Mean Estimation: Minimax Rates and the Sample-Interval Tradeoff
We study distributed one-dimensional mean estimation under a 1-bit communication constraint.A Note on Scaling in Randomly Rotated Quantization and Its Connection to the CDEF +1 Pythagorean Relation
Quantization schemes based on randomized rotations have recently received renewed attention, including the roles of MMSE and unbiased reconstruction scalings.