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Publications (67)

cs.DS2026

GPTQ-2D: Cubic-Time Two-Sided Adaptive Rounding

Jiale Chen, Torsten Hoefler, Dan Alistarh

The paper introduces GPTQ-2D, an algorithm that rounds a real matrix to integers under a two-sided quadratic metric in cubic time by processing entries anti-diagonal by anti-diagon…

Publications (67)

GPTQ-2D: Cubic-Time Two-Sided Adaptive Rounding

AM$^3$Safety: Towards Data Efficient Alignment of Multi-modal Multi-turn Safety for MLLMs

The RoboDepth Challenge: Methods and Advancements Towards Robust Depth Estimation

Absolutely summing Carleson embeddings on weighted Fock spaces with $A_{\infty}$-type weights

Toeplitz operators on weighted Fock spaces with $A_{\infty}$-type weights

QuEST: Stable Training of LLMs with 1-Bit Weights and Activations

TopoGS: Planar Reconstruction via Topology-aware 3D Gaussian Splatting

MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs

Volterra operators between Hardy spaces of vector-valued Dirichlet series

A class of Berezin-type operators on weighted Fock spaces with $A_{\infty}$-type weights

Strain-engineering quantum anomalous Hall effect in janus MnBi2SexTe4-x monolayers

Deep Robust Reversible Watermarking

Fair Grading Algorithms for Randomized Exams

Humanity's Last Exam

Multilingual Neural Machine Translation with Language Clustering

Tent Carleson measures and superposition operators on Hardy type tent spaces

Digital signature schemes using non-square matrices or scrap automorphisms

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization

Enhancing Recommendation with Denoising Auxiliary Task

HSKBenchmark: Modeling and Benchmarking Chinese Second Language Acquisition in Large Language Models through Curriculum Tuning

Hubbard-$U$-corrected electron-phonon interactions in strongly correlated materials via the finite-displacement method

Stable Matching with Interviews

Progressive Image Inpainting with Full-Resolution Residual Network

Asynchronous Episodic Deep Deterministic Policy Gradient: Towards Continuous Control in Computationally Complex Environments

T-Stars-Poster: A Framework for Product-Centric Advertising Image Design

Self-Supervised Contrastive Learning for Multi-Label Images

UniDiffGrasp: A Unified Framework Integrating VLM Reasoning and VLM-Guided Part Diffusion for Open-Vocabulary Constrained Grasping with Dual Arms

Scaling Reasoning Tokens via RL and Parallel Thinking: Evidence From Competitive Programming

From Unweighted to Weighted Dynamic Matching in Non-Bipartite Graphs: A Low-Loss Reduction

Flow matching for reaction pathway generation

Empathy Omni: Enabling Empathetic Speech Response Generation through Large Language Models

SIESEF-FusionNet: Spatial Inter-correlation Enhancement and Spatially-Embedded Feature Fusion Network for LiDAR Point Cloud Semantic Segmentation

A Comprehensive Study of Bugs in Modern Distributed Deep Learning Systems

Generative Retrieval with Semantic Tree-Structured Item Identifiers via Contrastive Learning

The Geometry of LLM Quantization: GPTQ as Babai's Nearest Plane Algorithm

VM-Rec: A Variational Mapping Approach for Cold-start User Recommendation

Reverse Carleson inequalities for weighted Fock spaces with $A_{\infty}$-type weights

Ferromagnetic Two-dimensional Electron Gases with Magnetic Doping and Proximity Effects

AutoSci: A Memory-Centric Agentic System for the Full Scientific Research Lifecycle

Weighted theory of Toeplitz operators on the Fock spaces

What, Whether and How? Unveiling Process Reward Models for Thinking with Images Reasoning

Scalable Multitemperature Free Energy Sampling of Classical Ising Spin States

Learning to Run challenge solutions: Adapting reinforcement learning methods for neuromusculoskeletal environments

Littlewood-type theorems for random Dirichlet series

Embedding theorems and integration operators on Hardy--Carleson type tent spaces induced by doubling weights

MARLIN: Mixed-Precision Auto-Regressive Parallel Inference on Large Language Models

Weak-type bounds for the Bergman projection with BekollÃ©-Bonami weights

WUSH: Near-Optimal Adaptive Transforms for LLM Quantization

Language Graph Distillation for Low-Resource Machine Translation

Development of CFETR scenarios with self-consistent core-pedestal coupled simulations

Biodegradable, Millimeter-Scale Light-Emitting Sensors for Distributed Environmental Monitoring-Functional Pixie Dust

Quartet: Native FP4 Training Can Be Optimal for Large Language Models

Tropical cryptography III: digital signatures

VESR-Net: The Winning Solution to Youku Video Enhancement and Super-Resolution Challenge

Entropy Regularization and Faster Decremental Matching in General Graphs

Matching Composition and Efficient Weight Reduction in Dynamic Matching

Chaotic diffusion in multi-scale turbulence

Split-and-Fit: Learning B-Reps via Structure-Aware Voronoi Partitioning

Parametric study of helicon wave current drive in CFETR

Equal Affection or Random Selection: the Quality of Subjective Feedback from a Group Perspective

A Study of Multilingual Neural Machine Translation

First-principles study of electronic and magnetic properties of Fe atoms on Cu2N/Cu(100)

Nearly perfect Fermi surface nesting in hole-doped La$_3$Ni$_2$O$_7$ enables bulk superconductivity without pressure or strain

Fock projections on vector-valued $L^p$-spaces with matrix weights

Towards Robust Multi-UAV Collaboration: MARL with Noise-Resilient Communication and Attention Mechanisms

Multifunctional imaging enabled by optical bound states in the continuum with broken symmetry

Scalable Mechanistic Neural Networks for Differential Equations and Machine Learning