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Papers valid

“valid” 태그가 달린 논문 3,589편 · 필터 해제

A Directed Lazy Random Walk Model to Three-Way Dynamic Matching Problem

2025-07-08 · Souvik Roy, Agamani Saha

This paper explores a novel extension of dynamic matching theory by analyzing a three-way matching problem involving agents from three distinct populations, each with two possible types. Unlike traditional static or two-…

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Fast and Simplex: 2-Simplicial Attention in Triton

2025-07-03 · Aurko Roy, Timothy Chou, Sai Surya Duvvuri, Sijia Chen 외

Recent work has shown that training loss scales as a power law with both model size and the number of tokens, and that achieving compute-optimal models requires scaling model size and token count together. However, these…

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Potemkin Understanding in Large Language Models

2025-06-26 · Marina Mancoridis, Bec Weeks, Keyon Vafa, Sendhil Mullainathan

Large language models (LLMs) are regularly evaluated using benchmark datasets. But what justifies making inferences about an LLM's capabilities based on its answers to a curated set of questions? This paper first introdu…

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Valid Selection among Conformal Sets

2025-06-25 · Mahmoud Hegazy, Liviu Aolaritei, Michael I. Jordan, Aymeric Dieuleveut

Conformal prediction offers a distribution-free framework for constructing prediction sets with coverage guarantees. In practice, multiple valid conformal prediction sets may be available, arising from different models o…

Conformal PredictionPredictionvalid

The kernel of graph indices for vector search

2025-06-25 · Mariano Tepper, Ted Willke

The most popular graph indices for vector search use principles from computational geometry to build the graph. Hence, their formal graph navigability guarantees are only valid in Euclidean space. In this work, we show t…

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Model-Based Real-Time Pose and Sag Estimation of Overhead Power Lines Using LiDAR for Drone Inspection

2025-06-25 · Alexandre Girard, Steven A. Parkison, Philippe Hamelin

Drones can inspect overhead power lines while they remain energized, significantly simplifying the inspection process. However, localizing a drone relative to all conductors using an onboard LiDAR sensor presents several…

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PocketVina Enables Scalable and Highly Accurate Physically Valid Docking through Multi-Pocket Conditioning

2025-06-24 · Ahmet Sarigun, Bora Uyar, Vedran Franke, Altuna Akalin

Sampling physically valid ligand-binding poses remains a major challenge in molecular docking, particularly for unseen or structurally diverse targets. We introduce PocketVina, a fast and memory-efficient, search-based d…

BenchmarkingDrug DiscoveryGPUMolecular Docking+1

A Sharp and Robust Test for Selective Reporting

2025-06-24 · Stefan Faridani

This paper proposes a test that is consistent against every detectable form of selective reporting and remains interpretable even when the t-scores are not exactly normal. The test statistic is the distance between the s…

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The 4th Dimension for Scaling Model Size

2025-06-23 · Ruike Zhu, Hanwen Zhang, Tianyu Shi, Chi Wang 외

Scaling the size of large language models typically involves three dimensions: depth, width, and the number of parameters. In this work, we explore a fourth dimension, virtual logical depth (VLD), which increases the eff…

modelvalid

Broad Validity of the First-Order Approach in Moral Hazard

2025-06-23 · Eduardo Azevedo, Ilan Wolff

The first-order approach (FOA) is the main tool for the moral hazard principal-agent problem. Although many existing results rely on the FOA, its validity has been established only under relatively restrictive assumption…

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Auto-Regressive Surface Cutting

2025-06-22 · Yang Li, Victor Cheung, Xinhai Liu, Yuguang Chen 외

Surface cutting is a fundamental task in computer graphics, with applications in UV parameterization, texture mapping, and mesh decomposition. However, existing methods often produce technically valid but overly fragment…

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Symbolic Reduction for Formal Synthesis of Global Lyapunov Functions

2025-06-22 · Jun Liu, Maxwell Fitzsimmons

We investigate the formal synthesis of global polynomial Lyapunov functions for polynomial vector fields. We establish that a sign-definite polynomial must satisfy specific algebraic constraints, which we leverage to dev…

Design Synthesisvalid

Performative Validity of Recourse Explanations

2025-06-18 · Gunnar König, Hidde Fokkema, Timo Freiesleben, Celestine Mendler-Dünner 외

When applicants get rejected by an algorithmic decision system, recourse explanations provide actionable suggestions for how to change their input features to get a positive evaluation. A crucial yet overlooked phenomeno…

counterfactualvalid

Probabilistic Trajectory GOSPA: A Metric for Uncertainty-Aware Multi-Object Tracking Performance Evaluation

2025-06-18 · Yuxuan Xia, Ángel F. García-Fernández, Johan Karlsson, Yu Ge 외

This paper presents a generalization of the trajectory general optimal sub-pattern assignment (GOSPA) metric for evaluating multi-object tracking algorithms that provide trajectory estimates with track-level uncertaintie…

Multi-Object TrackingObject TrackingState Estimationvalid

Identifying economic narratives in large text corpora -- An integrated approach using Large Language Models

2025-06-18 · Tobias Schmidt, Kai-Robin Lange, Matthias Reccius, Henrik Müller 외

As interest in economic narratives has grown in recent years, so has the number of pipelines dedicated to extracting such narratives from texts. Pipelines often employ a mix of state-of-the-art natural language processin…

ArticlesSemantic Role Labelingvalid

S$^4$C: Speculative Sampling with Syntactic and Semantic Coherence for Efficient Inference of Large Language Models

2025-06-17 · Tao He, Guang Huang, Yu Yang, Tianshi Xu 외

Large language models (LLMs) exhibit remarkable reasoning capabilities across diverse downstream tasks. However, their autoregressive nature leads to substantial inference latency, posing challenges for real-time applica…

Text Generationvalid

Reimagining Target-Aware Molecular Generation through Retrieval-Enhanced Aligned Diffusion

2025-06-17 · Dong Xu, Zhangfan Yang, Ka-Chun Wong, Zexuan Zhu 외

Breakthroughs in high-accuracy protein structure prediction, such as AlphaFold, have established receptor-based molecule design as a critical driver for rapid early-phase drug discovery. However, most approaches still st…

Drug DesignDrug DiscoveryProtein Structure PredictionRetrieval+2

On the relationship between prediction intervals, tests of sharp nulls and inference on realized treatment effects in settings with few treated units

2025-06-17 · Luis Alvarez, Bruno Ferman

We study how inference methods for settings with few treated units that rely on treatment effect homogeneity extend to alternative inferential targets when treatment effects are heterogeneous -- namely, tests of sharp nu…

Prediction Intervalsvalid

HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance

2025-06-15 · Rosni Vasu, Chandrayee Basu, Bhavana Dalvi Mishra, Cristina Sarasua 외

Large Language models have demonstrated promising performance in research ideation across scientific domains. Hypothesis development, the process of generating a highly specific declarative statement connecting a researc…

Language ModelingLanguage ModellingSmall Language Modelvalid

Breaking Bad Molecules: Are MLLMs Ready for Structure-Level Molecular Detoxification?

2025-06-12 · Fei Lin, Ziyang Gong, Cong Wang, Yonglin Tian 외

Toxicity remains a leading cause of early-stage drug development failure. Despite advances in molecular design and property prediction, the task of molecular toxicity repair - generating structurally valid molecular alte…

Property Predictionvalid
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