Unzip

Unzip

By Skyler @ LimitLess AITechnologyTech News
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Unzip episodes

  • SageBwd: A Trainable Low-bit Attention
    ## Episode Summary
    In this episode, we cover:
    - **SageBwd: A Trainable Low-bit Attention** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.02170)
    - **Lightweight Visual Reasoning for Socially-Aware Robots** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.03942)
    - **Reasoning Theater: Disentangling Model Beliefs from Chain-of-Thought** (arXiv)
    - [Read more](http://arxiv.org/abs/2603.05488v1)
    - **Accelerating Text-to-Video Generation with Calibrated Sparse Attention** (arXiv)
    - [Read more](http://arxiv.org/abs/2603.05503v1)
    - **Leveraging LLM Parametric Knowledge for Fact Checking without Retrieval** (arXiv)
    - [Read more](http://arxiv.org/abs/2603.05471v1)
    ---
    *Sponsored by LimitLess AI*
    8 min
  • MASQuant: Modality-Aware Smoothing Quantization for Multimodal Large Language Models
    ## Episode Summary
    In this episode, we cover:
    - **MASQuant: Modality-Aware Smoothing Quantization for Multimodal Large Language Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.04800)
    - **DARE: Aligning LLM Agents with the R Statistical Ecosystem via Distribution-Aware Retrieval** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.04743)
    - **Truncated Step-Level Sampling with Process Rewards for Retrieval-Augmented Reasoning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.23440)
    - **RoboPocket: Improve Robot Policies Instantly with Your Phone** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.05504)
    - **Interactive Benchmarks** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.04737)
    ---
    *Sponsored by LimitLess AI*
    8 min
  • MUSE: A Run-Centric Platform for Multimodal Unified Safety Evaluation of Large Language Models
    ## Episode Summary
    In this episode, we cover:
    - **MUSE: A Run-Centric Platform for Multimodal Unified Safety Evaluation of Large Language Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.02482)
    - **Heterogeneous Agent Collaborative Reinforcement Learning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.02604)
    - **MIBURI: Towards Expressive Interactive Gesture Synthesis** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.03282)
    - **SimpliHuMoN: Simplifying Human Motion Prediction** (arXiv)
    - [Read more](http://arxiv.org/abs/2603.04399v1)
    - **RIVER: A Real-Time Interaction Benchmark for Video LLMs** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.03985)
    ---
    *Sponsored by LimitLess AI*
    8 min
  • ParEVO: Synthesizing Code for Irregular Data: High-Performance Parallelism through Agentic Evolution
    ## Episode Summary
    In this episode, we cover:
    - **ParEVO: Synthesizing Code for Irregular Data: High-Performance Parallelism through Agentic Evolution** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.02510)
    - **QEDBENCH: Quantifying the Alignment Gap in Automated Evaluation of University-Level Mathematical Proofs** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.20629)
    - **COP-GEN: Latent Diffusion Transformer for Copernicus Earth Observation Data -- Generation Stochastic by Design** (arXiv)
    - [Read more](http://arxiv.org/abs/2603.03239v1)
    - **Humans and LLMs Diverge on Probabilistic Inferences** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.23546)
    - **Inherited Goal Drift: Contextual Pressure Can Undermine Agentic Goals** (arXiv)
    - [Read more](http://arxiv.org/abs/2603.03258v1)
    ---
    *Sponsored by LimitLess AI*
    9 min
  • PhotoBench: Beyond Visual Matching Towards Personalized Intent-Driven Photo Retrieval
    ## Episode Summary
    In this episode, we cover:
    - **PhotoBench: Beyond Visual Matching Towards Personalized Intent-Driven Photo Retrieval** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.01493)
    - **Efficient RLVR Training via Weighted Mutual Information Data Selection** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.01907)
    - **OpenAutoNLU: Open Source AutoML Library for NLU** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.01824)
    - **Cryo-Bench: Benchmarking Foundation Models for Cryosphere Applications** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.01576)
    - **SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.23866)
    ---
    *Sponsored by LimitLess AI*
    6 min
  • Recovered in Translation: Efficient Pipeline for Automated Translation of Benchmarks and Datasets
    ## Episode Summary
    In this episode, we cover:
    - **Recovered in Translation: Efficient Pipeline for Automated Translation of Benchmarks and Datasets** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.22207)
    - **dLLM: Simple Diffusion Language Modeling** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.22661)
    - **LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.20913)
    - **Ref-Adv: Exploring MLLM Visual Reasoning in Referring Expression Tasks** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.23898)
    - **DUET-VLM: Dual stage Unified Efficient Token reduction for VLM Training and Inference** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.18846)
    ---
    *Sponsored by LimitLess AI*
    9 min
  • SeeThrough3D: Occlusion Aware 3D Control in Text-to-Image Generation
    ## Episode Summary
    In this episode, we cover:
    - **SeeThrough3D: Occlusion Aware 3D Control in Text-to-Image Generation** (arXiv)
    - [Read more](http://arxiv.org/abs/2602.23359v1)
    - **General Agent Evaluation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.22953)
    - **VGG-T^3: Offline Feed-Forward 3D Reconstruction at Scale** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.23361)
    - **ParamMem: Augmenting Language Agents with Parametric Reflective Memory** (arXiv)
    - [Read more](http://arxiv.org/abs/2602.23320v1)
    - **Echoes Over Time: Unlocking Length Generalization in Video-to-Audio Generation Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.20981)
    ---
    *Sponsored by LimitLess AI*
    10 min
  • Overconfident Errors Need Stronger Correction: Asymmetric Confidence Penalties for Reinforcement Learning
    ## Episode Summary
    In this episode, we cover:
    - **Overconfident Errors Need Stronger Correction: Asymmetric Confidence Penalties for Reinforcement Learning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.21420)
    - **MobilityBench: A Benchmark for Evaluating Route-Planning Agents in Real-World Mobility Scenarios** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.22638)
    - **No One Size Fits All: QueryBandits for Hallucination Mitigation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.20332)
    - **Toward Expert Investment Teams:A Multi-Agent LLM System with Fine-Grained Trading Tasks** (arXiv)
    - [Read more](http://arxiv.org/abs/2602.23330v1)
    - **MediX-R1: Open Ended Medical Reinforcement Learning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.23363)
    ---
    *Sponsored by LimitLess AI*
    8 min
  • MobilityBench: A Benchmark for Evaluating Route-Planning Agents in Real-World Mobility Scenarios
    ## Episode Summary
    In this episode, we cover:
    - **MobilityBench: A Benchmark for Evaluating Route-Planning Agents in Real-World Mobility Scenarios** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.22638)
    - **MediX-R1: Open Ended Medical Reinforcement Learning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.23363)
    - **Search More, Think Less: Rethinking Long-Horizon Agentic Search for Efficiency and Generalization** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.22675)
    - **AgentDropoutV2: Optimizing Information Flow in Multi-Agent Systems via Test-Time Rectify-or-Reject Pruning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.23258)
    - **Overconfident Errors Need Stronger Correction: Asymmetric Confidence Penalties for Reinforcement Learning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.21420)
    ---
    *Sponsored by LimitLess AI*
    9 min
  • ISO-Bench: Can Coding Agents Optimize Real-World Inference Workloads?
    ## Episode Summary
    In this episode, we cover:
    - **ISO-Bench: Can Coding Agents Optimize Real-World Inference Workloads?** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.19594)
    - **Revisiting Text Ranking in Deep Research** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.21456)
    - **DM4CT: Benchmarking Diffusion Models for Computed Tomography Reconstruction** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.18589)
    - **DualPath: Breaking the Storage Bandwidth Bottleneck in Agentic LLM Inference** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.21548)
    - **MolHIT: Advancing Molecular-Graph Generation with Hierarchical Discrete Diffusion Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2602.17602)
    ---
    *Sponsored by LimitLess AI*
    8 min

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