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PODCAST

Daily Paper Cast

Jingwen Liang, Gengyu Wang

We update every weekday to discuss highest-voted papers from Huggingface Daily Paper (https://huggingface.co/papers). Both the podcast scripts and audio are generated by AI. Feedback and suggestions are welcome! Email us: dailypapercast.ai@gmail.com Creator: Jingwen Liang, 3D ML, https://www.linkedin.com/in/jingwen-liang/ Gengyu Wang, LLM ML, http://wanggengyu.com Listen on: Spotify: https://open.spotify.com/show/21nrhmdaA8qoBiH8q03NXL Apple Podcast:

science

All Episodes

22:18

BitNet Distillation

Daily Paper Cast ·

2025/10/18

🤗 Upvotes: 26 | cs.LG, cs.CL Authors: Xun Wu, Shaohan Huang, Wenhui Wang, Ting Song, Li Dong, Yan Xia, Furu Wei Title: BitNet Distillation Arxiv: http://arxiv.org/abs/2510.13998v1 Abstract: In this paper, we present BitNet Distillation (BitDistill), a lightweight pipeline that fine-tunes off-the-shelf full-precision LLMs (e.g., Qwen) into 1.58-bit precision (i.e., ternary

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22:32

Spatial Forcing: Implicit Spatial Representation...

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 133 | cs.ROAuthors: Fuhao Li, Wenxuan Song, Han Zhao, Jingbo Wang, Pengxiang Ding, Donglin Wang, Long Zeng, Haoang Li Title: Spatial Forcing: Implicit Spatial Representation Alignment for Vision-language-action Model Arxiv: http://arxiv.org/abs/2510.12276v1 Abstract: Vision-language-action (VLA) models have recently shown strong potential in enabling robots to follow

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23:30

Advancing End-to-End Pixel Space Generative Modeling...

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 91 | cs.CV Authors: Jiachen Lei, Keli Liu, Julius Berner, Haiming Yu, Hongkai Zheng, Jiahong Wu, Xiangxiang Chu Title: Advancing End-to-End Pixel Space Generative Modeling via Self-supervised Pre-training Arxiv: http://arxiv.org/abs/2510.12586v1 Abstract: Pixel-space generative models are often more difficult to train and generally underperform compared to their

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21:58

DITING: A Multi-Agent Evaluation Framework for...

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 90 | cs.CL Authors: Enze Zhang, Jiaying Wang, Mengxi Xiao, Jifei Liu, Ziyan Kuang, Rui Dong, Eric Dong, Sophia Ananiadou, Min Peng, Qianqian Xie Title: DITING: A Multi-Agent Evaluation Framework for Benchmarking Web Novel Translation Arxiv: http://arxiv.org/abs/2510.09116v2 Abstract: Large language models (LLMs) have substantially advanced machine translation (MT),

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28:03

Scaling Language-Centric Omnimodal Representation...

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 82 | cs.CL, cs.AI, cs.CV Authors: Chenghao Xiao, Hou Pong Chan, Hao Zhang, Weiwen Xu, Mahani Aljunied, Yu Rong Title: Scaling Language-Centric Omnimodal Representation Learning Arxiv: http://arxiv.org/abs/2510.11693v1 Abstract: Recent multimodal embedding approaches leveraging multimodal large language models (MLLMs) fine-tuned with contrastive learning (CL) have

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23:41

Robot Learning: A Tutorial

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 44 | cs.RO, cs.LG Authors: Francesco Capuano, Caroline Pascal, Adil Zouitine, Thomas Wolf, Michel Aractingi Title: Robot Learning: A Tutorial Arxiv: http://arxiv.org/abs/2510.12403v1 Abstract: Robot learning is at an inflection point, driven by rapid advancements in machine learning and the growing availability of large-scale robotics data. This shift from classical,

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23:00

Detect Anything via Next Point Prediction

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 34 | cs.CV Authors: Qing Jiang, Junan Huo, Xingyu Chen, Yuda Xiong, Zhaoyang Zeng, Yihao Chen, Tianhe Ren, Junzhi Yu, Lei Zhang Title: Detect Anything via Next Point Prediction Arxiv: http://arxiv.org/abs/2510.12798v1 Abstract: Object detection has long been dominated by traditional coordinate regression-based models, such as YOLO, DETR, and Grounding DINO. Although

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22:36

A Survey of Vibe Coding with Large Language Models

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 31 | cs.AI Authors: Yuyao Ge, Lingrui Mei, Zenghao Duan, Tianhao Li, Yujia Zheng, Yiwei Wang, Lexin Wang, Jiayu Yao, Tianyu Liu, Yujun Cai, Baolong Bi, Fangda Guo, Jiafeng Guo, Shenghua Liu, Xueqi Cheng Title: A Survey of Vibe Coding with Large Language Models Arxiv: http://arxiv.org/abs/2510.12399v1 Abstract: The advancement of large language models (LLMs) has

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23:41

FlashVSR: Towards Real-Time Diffusion-Based Streaming...

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 30 | cs.CV Authors: Junhao Zhuang, Shi Guo, Xin Cai, Xiaohui Li, Yihao Liu, Chun Yuan, Tianfan Xue Title: FlashVSR: Towards Real-Time Diffusion-Based Streaming Video Super-Resolution Arxiv: http://arxiv.org/abs/2510.12747v1 Abstract: Diffusion models have recently advanced video restoration, but applying them to real-world video super-resolution (VSR) remains

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23:50

Dr.LLM: Dynamic Layer Routing in LLMs

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 27 | cs.CL, cs.AI, cs.LG Authors: Ahmed Heakl, Martin Gubri, Salman Khan, Sangdoo Yun, Seong Joon Oh Title: Dr.LLM: Dynamic Layer Routing in LLMs Arxiv: http://arxiv.org/abs/2510.12773v1 Abstract: Large Language Models (LLMs) process every token through all layers of a transformer stack, causing wasted computation on simple queries and insufficient flexibility for

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20:48

Temporal Alignment Guidance: On-Manifold Sampling in...

Daily Paper Cast ·

2025/10/16

🤗 Upvotes: 26 | cs.LG, cs.AI Authors: Youngrok Park, Hojung Jung, Sangmin Bae, Se-Young Yun Title: Temporal Alignment Guidance: On-Manifold Sampling in Diffusion Models Arxiv: http://arxiv.org/abs/2510.11057v1 Abstract: Diffusion models have achieved remarkable success as generative models. However, even a well-trained model can accumulate errors throughout the generation

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24:17

QeRL: Beyond Efficiency -- Quantization-enhanced...

Daily Paper Cast ·

2025/10/15

🤗 Upvotes: 106 | cs.LG, cs.CL, cs.CVAuthors: Wei Huang, Yi Ge, Shuai Yang, Yicheng Xiao, Huizi Mao, Yujun Lin, Hanrong Ye, Sifei Liu, Ka Chun Cheung, Hongxu Yin, Yao Lu, Xiaojuan Qi, Song Han, Yukang Chen Title: QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs Arxiv: http://arxiv.org/abs/2510.11696v1 Abstract: We propose QeRL, a

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24:28

Diffusion Transformers with Representation Autoencoders

Daily Paper Cast ·

2025/10/15

🤗 Upvotes: 93 | cs.CV, cs.LG Authors: Boyang Zheng, Nanye Ma, Shengbang Tong, Saining Xie Title: Diffusion Transformers with Representation Autoencoders Arxiv: http://arxiv.org/abs/2510.11690v1 Abstract: Latent generative modeling, where a pretrained autoencoder maps pixels into a latent space for the diffusion process, has become the standard strategy for Diffusion Transformers

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26:46

OmniVideoBench: Towards Audio-Visual Understanding...

Daily Paper Cast ·

2025/10/15

🤗 Upvotes: 39 | cs.AI Authors: Caorui Li, Yu Chen, Yiyan Ji, Jin Xu, Zhenyu Cui, Shihao Li, Yuanxing Zhang, Jiafu Tang, Zhenghao Song, Dingling Zhang, Ying He, Haoxiang Liu, Yuxuan Wang, Qiufeng Wang, Zhenhe Wu, Jiehui Luo, Zhiyu Pan, Weihao Xie, Chenchen Zhang, Zhaohui Wang, Jiayi Tian, Yanghai Wang, Zhe Cao, Minxin Dai, Ke Wang, Runzhe Wen, Yinghao Ma, Yaning Pan, Sungkyun Chang, Termeh Taheri, Haiwen Xia, Christos Plachouras, Emmanouil Benetos,

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25:11

Latent Refinement Decoding: Enhancing Diffusion-Based...

Daily Paper Cast ·

2025/10/15

🤗 Upvotes: 37 | cs.CL Authors: Qinglin Zhu, Yizhen Yao, Runcong Zhao, Yanzheng Xiang, Amrutha Saseendran, Chen Jin, Philip Alexander Teare, Bin Liang, Yulan He, Lin Gui Title: Latent Refinement Decoding: Enhancing Diffusion-Based Language Models by Refining Belief States Arxiv: http://arxiv.org/abs/2510.11052v1 Abstract: Autoregressive (AR) models remain the standard for natural

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23:52

Spotlight on Token Perception for Multimodal...

Daily Paper Cast ·

2025/10/15

🤗 Upvotes: 31 | cs.CV Authors: Siyuan Huang, Xiaoye Qu, Yafu Li, Yun Luo, Zefeng He, Daizong Liu, Yu Cheng Title: Spotlight on Token Perception for Multimodal Reinforcement Learning Arxiv: http://arxiv.org/abs/2510.09285v1 Abstract: While Reinforcement Learning with Verifiable Rewards (RLVR) has advanced the reasoning capabilities of Large Vision-Language Models (LVLMs), most

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24:01

RLFR: Extending Reinforcement Learning for LLMs with...

Daily Paper Cast ·

2025/10/15

🤗 Upvotes: 31 | cs.LG, cs.AI, cs.CL Authors: Jinghao Zhang, Naishan Zheng, Ruilin Li, Dongzhou Cheng, Zheming Liang, Feng Zhao, Jiaqi Wang Title: RLFR: Extending Reinforcement Learning for LLMs with Flow Environment Arxiv: http://arxiv.org/abs/2510.10201v1 Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) has recently emerged as a promising framework for improving

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22:13

DiT360: High-Fidelity Panoramic Image Generation via...

Daily Paper Cast ·

2025/10/15

🤗 Upvotes: 26 | cs.CV Authors: Haoran Feng, Dizhe Zhang, Xiangtai Li, Bo Du, Lu Qi Title: DiT360: High-Fidelity Panoramic Image Generation via Hybrid Training Arxiv: http://arxiv.org/abs/2510.11712v1 Abstract: In this work, we propose DiT360, a DiT-based framework that performs hybrid training on perspective and panoramic data for panoramic image generation. For the issues of

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24:24

AVoCaDO: An Audiovisual Video Captioner Driven by...

Daily Paper Cast ·

2025/10/15

🤗 Upvotes: 26 | cs.CV Authors: Xinlong Chen, Yue Ding, Weihong Lin, Jingyun Hua, Linli Yao, Yang Shi, Bozhou Li, Yuanxing Zhang, Qiang Liu, Pengfei Wan, Liang Wang, Tieniu Tan Title: AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration Arxiv: http://arxiv.org/abs/2510.10395v1 Abstract: Audiovisual video captioning aims to generate semantically rich

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25:21

InternSVG: Towards Unified SVG Tasks with Multimodal...

Daily Paper Cast ·

2025/10/15

🤗 Upvotes: 25 | cs.CV Authors: Haomin Wang, Jinhui Yin, Qi Wei, Wenguang Zeng, Lixin Gu, Shenglong Ye, Zhangwei Gao, Yaohui Wang, Yanting Zhang, Yuanqi Li, Yanwen Guo, Wenhai Wang, Kai Chen, Yu Qiao, Hongjie Zhang Title: InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models Arxiv: http://arxiv.org/abs/2510.11341v1 Abstract: General SVG modeling remains

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1,354 results

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