Papers

3,241 in the directory.

Browse AI research papers and methods. Search paper profiles, read recorded summaries and follow source links for the full research.

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Median-of-Means as an Extremal Convex Estimator and a Nonconvex Route to the Trimmed Oracle taaft We revisit median-of-means estimation from a deterministic optimization viewpoint and develop a fam… 2026-09-01 published
MedQA-MM: Shortcuts Behind Medical Visual Reasoning taaft A benchmark score credits final answers, but not the route by which an item can be answered. In med… 2026-09-03 published
MedSegBenchmarker: A Raw-Count-First Framework for Controlled 2D Medical Image Segmentation Benchmarks taaft Despite rapid advances in MIS, fair and reproducible comparisons of segmentation models remain chal… 2026-08-30 published
MEGA: Self-Evolving Agent Optimization Infrastructure via Wisdom Graph taaft As coding agents increasingly handle implementation, the central challenge shifts from building ind… 2026-08-11 published
MemCollab: Cross-Agent Memory Collaboration via Contrastive Trajectory Distillation taaft LLM agents increasingly rely on memory mechanisms to reuse knowledge from past problem-solving expe… 2026-03-24 published
MemeBridge: A Dataset for Benchmarking and Mitigating the Bidirectional Cultural Gap in Meme Interpretation taaft Communicating across cultures is inherently challenging, especially through culturally dense and am… 2026-08-31 published
MemeCULT-1K: Benchmarking South Asian Cultural Context and Humor Understanding of Multimodal Models taaft Meme understanding goes beyond recognizing visual content or literal text; it requires implicit cul… 2026-09-01 published
MemLearner: Learning to Query Context memory for Video World Models taaft Video World Models are interactive video generation models that predict future world states based o… 2026-06-30 published
Memorization Is Not Extraction: Tight Differential-Privacy Bounds and Audit Blind Spots taaft Memorization in large language models is measured through a zoo of definitions whose formal relatio… 2026-08-27 published
Memory as an Energy Landscape---Hopfield taaft This chapter reconstructs the Hopfield network as a physical theory of memory rather than merely an… 2026-09-02 published
Memory Is Not Always Needed: Characterizing Conditional Memory in Scientific Reasoning taaft Scientific reasoning requires language models to retrieve specialized knowledge and incorporate it… 2026-08-25 published
Memory Over Maps: 3D Object Localization Without Reconstruction Microsoft Target localization is a prerequisite for embodied tasks such as navigation and manipulation. Conve… 2026-03-20 published
Memory-Augmented Vision-Language Agents for Persistent and Semantically Consistent Object Captioning taaft Vision-Language Models (VLMs) often yield inconsistent descriptions of the same object across viewp… 2026-03-25 published
Memory-First Fact-Checking: A Knowledge-Graph-Grounded Multi-Agent System for Misinformation Detection taaft This paper introduces a hybrid fact-checking framework that integrates Knowledge Graph-based semant… 2026-08-30 published
MEOX: Compact Multimodal Mixture-of-Experts for Earth Observation taaft Recent advances in Earth Observation representation learning accommodate heterogeneous sensors and… 2026-09-04 published
MePo++: Unifying Representation Refinement and Reconciliation for General Continual Learning taaft General continual learning (GCL) aims to learn from evolving data streams without task identities,… 2026-09-04 published
MERGED: Multimodal Entity Resolution via Generated Expert Reasoning Distillation taaft In product entity resolution, relationship definitions constantly evolve with business needs, yet a… 2026-09-01 published
Merlion: A Machine Learning Library for Time Series Salesforce We introduce Merlion, an open-source machine learning library for time series. It features a unifie… 2021-09-20 published
Mesh-Native Physics-Informed Graph Surrogates for TCAD-in-the-Loop Design Space Exploration taaft High-fidelity TCAD simulation of drift-diffusion transport remains the workhorse of emerging FinFET… 2026-09-02 published
Meta-ethics and AI: exploring the novel meta-ethical questions in the era of AI taaft With the development of artificial intelligence (AI), the landscape of meta-ethics, which has large… 2026-09-01 published
Meta-Learning Where to Allocate Experts: Task-Conditioned Layer-Wise Compression for MoEs taaft Mixture-of-Experts (MoE) models route each token to a subset of expert networks, increasing capacit… 2026-08-27 published
MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework DeepWisdom Remarkable progress has been made on automated problem solving through societies of agents based on… 2023-08-01 published
MetaRAG: Belief-Action Aligned Policy Optimization for Agentic RAG taaft Agentic retrieval-augmented generation (RAG) requires language models to decide when to continue se… 2026-08-25 published
MetaSieve: Faster Relational Deep Learning through SQL-Based Metapath Selection taaft Relational Deep Learning (RDL) is an effective approach to machine learning over multi-table relati… 2026-08-26 published
Methane Detection On Board Satellites from Unorthorectified Imagery taaft As a potent greenhouse gas, methane is a major driver of climate change. Its effective mitigation r… 2026-09-04 published
MicroVerse: An Instrument for Measuring Self-Authored Identity Drift in Long-Horizon Multi-Agent Language-Model Simulations MatrAIx Studies how LLM agents with assigned personas alter self-described identity under pressure, via a 2… MatrAIx
MIMONet: Multi-scale Input and Multi-scale Output Network for Salient Object Detection taaft The existing methods for saliency detection task focus on the application of multi-level features,… 2026-08-26 published
Mind the Gap: Robustness Risks in PII Detection Systems taaft Personally Identifiable Information (PII) detection is a foundational component of data protection… 2026-09-03 published
Mind the Gap: Theory-of-Mind-Grounded Friction for Epistemic Alignment taaft Productive dialogue alignment requires distinguishing \emph{surface coordination} (acknowledgments… 2026-08-31 published
MineTRACE: An Evidence-Grounded Interactive Reasoning System for Mineral Prospectivity taaft Mineral exploration requires integrating heterogeneous geochemical, geophysical, and geological evi… 2026-09-02 published
Minimax bounds for watermarked and masked recursive discrete distribution estimation taaft Watermarking has been proposed as a way to identify synthetic samples in estimation settings where… 2026-08-31 published
Minimax Lower Bound for Estimating Diffusion-based Local Intrinsic Dimension taaft While diffusion-based methods have recently emerged as effective tools for probing the intrinsic ge… 2026-09-04 published
Mistral 7B Mistral AI We introduce Mistral 7B v0.1, a 7-billion-parameter language model engineered for superior performa… 2023-10-10 published
Mitigating Object Hallucinations in LVLMs via Attention Imbalance Rectification taaft Object hallucination in Large Vision-Language Models (LVLMs) severely compromises their reliability… 2026-03-25 published
Mitigating Objectness Bias and Region-to-Text Misalignment for Open-Vocabulary Panoptic Segmentation taaft Open-vocabulary panoptic segmentation remains hindered by two coupled issues: (i) mask selection bi… 2026-03-22 published
Mitigating Over-Optimization in PRM-Guided Search in Mathematical Reasoning by Optimizing the Guide taaft Process reward models (PRMs) provide dense step-level guidance for search-based reasoning, enabling… 2026-08-30 published