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全网都在吹的LeCun新论文，90%的解读都是错的。他们说生成式AI是死路，说过去三年花的几百亿全白费了，说15M参数的小模型就能吊打万亿大模型。这些全是营销号的夸张，我觉得这篇论文的真正分量比他们吹的还要重。 Yann LeCun团队这次解决了JEPA困扰了好几年的表征坍…

全网都在吹的LeCun新论文，90%的解读都是错的。他们说生成式AI是死路，说过去三年花的几百亿全白费了，说15M参数的小模型就能吊打万亿大模型。这些全是营销号的夸张，我觉得这篇论文的真正分量比他们吹的还要重。 Yann LeCun团队这次解决了JEPA困扰了好几年的表征坍缩问题。以前的世界模型，学着学着就会把狗车人都压成一模一样的向量，什么都学不到。这次他们只加了一个极其优雅的数学正则

researchyann-lecun--x

21 Apr 2026

Search: “research”

Joint Distillation for Fast Likelihood Evaluation and Sampling in Flow-based Models

KaLDeX: Kalman Filter based Linear Deformable Cross Attention for Retina Vessel Segmentation

Karpathy's autoresearch repo started an impressive trend. Agents can now train AI models to build SoTA agentic systems. And to think this is…

Kevin Warsh just lost me. He argues he's going to be an independent Fed Chair, but refuses to acknowledge that Trump lost the 2020 election.…

L1 Regularization Paths in Linear Models by Parametric Gaussian Message Passing

LASER: Low-Rank Activation SVD for Efficient Recursion

Latent Abstraction for Retrieval-Augmented Generation

Latent-Compressed Variational Autoencoder for Video Diffusion Models

Latent Phase-Shift Rollback: Inference-Time Error Correction via Residual Stream Monitoring and KV-Cache Steering

LBFTI: Layer-Based Facial Template Inversion for Identity-Preserving Fine-Grained Face Reconstruction

Learning residue level protein dynamics with multiscale Gaussians

Learning the Riccati solution operator for time-varying LQR via Deep Operator Networks

Learning to Correct: Calibrated Reinforcement Learning for Multi-Attempt Chain-of-Thought

Learning Unanimously Acceptable Lotteries via Queries

LEPO: nderline{L}atent Rnderline{e}asoning nderline{P}olicy nderline{O}ptimization for Large Language~Models

Leveraging Kernel Symmetry for Joint Compression and Error Mitigation in Edge Model Transfer

Leveraging VR Robot Games to Facilitate Data Collection for Embodied Intelligence Tasks

Light-Adapted Electroretinogram and Oscillatory Potentials (LEOPs) Dataset for Autism Spectrum Disorder and Typically Developing Individuals

Lil: Less is Less When Applying Post-Training Sparse-Attention Algorithms in Long-Decode Stage

Linear-Time and Constant-Memory Text Embeddings Based on Recurrent Language Models

Linking Exteroception and Proprioception through Improved Contact Modeling for Soft Growing Robots

LLaVA-Octopus: Unlocking Instruction-Driven Adaptive Projector Fusion for Video Understanding

LLM as Graph Kernel: Rethinking Message Passing on Text-Rich Graphs

LLM-AUG: Robust Wireless Data Augmentation with In-Context Learning in Large Language Models

LLM Hypnosis: Exploiting User Feedback for Unauthorized Knowledge Injection to All Users

LLMAR: A Tuning-Free Recommendation Framework for Sparse and Text-Rich Industrial Domains

LLMs can persuade only psychologically susceptible humans on societal issues, via trust in AI and emotional appeals, amid logical fallacies

Local Inconsistency Resolution: The Interplay between Attention and Control in Probabilistic Models

LogicDiff: Logic-Guided Denoising Improves Zero-Shot Reasoning in Masked Diffusion Language Models

LoRaQ: Optimized Low Rank Approximation for 4-bit Quantization

LoReC: Rethinking Large Language Models for Graph Data Analysis

Love this work from Aksel and the post-training team at Hugging Face! Turns out the HF ecosystem (papers, datasets, models all accessible th…

Low Light Image Enhancement Challenge at NTIRE 2026

Lower Bounds and Proximally Anchored SGD for Non-Convex Minimization Under Unbounded Variance

LQM: Linguistically Motivated Multidimensional Quality Metrics for Machine Translation

LTRR: Learning To Rank Retrievers for LLMs

LVLMs and Humans Ground Differently in Referential Communication

Machine Learning Based Prediction of Proton Conductivity in Metal-Organic Frameworks

Mapping Election Toxicity on Social Media across Issue, Ideology, and Psychosocial Dimensions

MARA: A Multimodal Adaptive Retrieval-Augmented Framework for Document Question Answering

Matched-Learning-Rate Analysis of Attention Drift and Transfer Retention in Fine-Tuned CLIP

Medial Axis Aware Learning of Signed Distance Functions

MegaRAG: Multimodal Knowledge Graph-Based Retrieval Augmented Generation

MetaCloak-JPEG: JPEG-Robust Adversarial Perturbation for Preventing Unauthorized DreamBooth-Based Deepfake Generation

Mitigating Multimodal Hallucination via Phase-wise Self-reward

MLE-UVAD: Minimal Latent Entropy Autoencoder for Fully Unsupervised Video Anomaly Detection

Modeling Biomechanical Constraint Violations for Language-Agnostic Lip-Sync Deepfake Detection