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papers

SonicVerse: Multi-Task Learning for Music Feature-Informed Captioning

SonicVerse: Multi-Task Learning for Music Feature-Informed Captioning

Chopra, Anuradha, Roy, et al.

All is Not Lost: LLM Recovery without Checkpoints

All is Not Lost: LLM Recovery without Checkpoints

Blagoev, Nikolay, Ersoy, et al.

Sundial: A Family of Highly Capable Time Series Foundation Models

Yong Liu, Guo Qin, Zhiyuan Shi, et al.

ADRD: LLM-Driven Autonomous Driving Based on Rule-based Decision Systems

Fanzhi Zeng, Siqi Wang, Chuzhao Zhu, et al.

Improved Iterative Refinement for Chart-to-Code Generation via Structured Instruction

Code Generation

Chengzhi Xu, Yuyang Wang, Lai Wei, et al.

Show-o2: Improved Native Unified Multimodal Models

Multimodal Representation

Jinheng Xie, Zhenheng Yang, Mike Zheng Shou

Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective

Reinforcement Learning

Zhoujun Cheng, Shibo Hao, Tianyang Liu, et al.

Raptor: Scalable Train-Free Embeddings for 3D Medical Volumes Leveraging Pretrained 2D Foundation Models

Medical Imaging

Ulzee An, Moonseong Jeong, Simon Austin Lee, et al.

EmoNet-Voice: A Fine-Grained, Expert-Verified Benchmark for Speech
Emotion Detection

Emotion Recognition

Christoph Schuhmann, Robert Kaczmarczyk, Gollam Rabby, et al.

s1: Simple test-time scaling

Supervised Fine-Tuning

Niklas Muennighoff, Zitong Yang, Weijia Shi, et al.

Search-o1: Agentic Search-Enhanced Large Reasoning Models

Retrieval-Augmented Generation

Xiaoxi Li, Guanting Dong, Jiajie Jin, et al.

LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One
Vision Token

Shaolei Zhang, Qingkai Fang, Zhe Yang, et al.

MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at
Scale

Jarvis Guo, Tuney Zheng, Yuelin Bai, et al.

ShowUI: One Vision-Language-Action Model for GUI Visual Agent

Image Understanding

Kevin Qinghong Lin, Linjie Li, Difei Gao, et al.

OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

Zhiyong Wu, Zhenyu Wu, Fangzhi Xu, et al.

GPT-4o System Card

OpenAI, Aaron Hurst, Adam Lerer, et al.

SAM2Long: Enhancing SAM 2 for Long Video Segmentation with a
Training-Free Memory Tree

Semantic Segmentation

Object Tracking

Shuangrui Ding, Rui Qian, Xiaoyi Dong, et al.

Aria: An Open Multimodal Native Mixture-of-Experts Model

Dongxu Li, Yudong Liu, Haoning Wu, et al.

Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at
Any Resolution

Peng Wang, Shuai Bai, Sinan Tan, et al.

VGGT: Visual Geometry Grounded Transformer

3D Machine Vision

Depth Estimation

Jianyuan Wang, Minghao Chen, Nikita Karaev, et al.

Multi-Turn Code Generation Through Single-Step Rewards

Code Generation

Reinforcement Learning

Arnav Kumar Jain, Gonzalo Gonzalez-Pumariega, Wayne Chen, et al.

Revisiting Compositional Generalization Capability of Large Language Models Considering Instruction Following Ability

Yusuke Sakai, Hidetaka Kamigaito, Taro Watanabe

Embodied Web Agents: Bridging Physical-Digital Realms for Integrated
Agent Intelligence

Embodied Intelligence

Yining Hong, Rui Sun, Bingxuan Li, et al.

Semantically-Aware Rewards for Open-Ended R1 Training in Free-Form
Generation

Preference Modeling

Text Generation

Zongxia Li, Yapei Chang, Yuhang Zhou, et al.

BUT System for the MLC-SLM Challenge

Audio and Speech Processing

Multi-Task Learning

Alexander Polok, Jiangyu Han, Dominik Klement, et al.

GenRecal: Generation after Recalibration from Large to Small
Vision-Language Models

Byung-Kwan Lee, Ryo Hachiuma, Yong Man Ro, et al.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning
in LLMs

Feng He, Zijun Chen, Xinnian Liang, et al.

Sekai: A Video Dataset towards World Exploration

Video Understanding

Video Captioning

Zhen Li, Chuanhao Li, Xiaofeng Mao, et al.

Data-driven material screening of secondary and natural cementitious precursors

Soroush Mahjoubi, Vineeth Venugopal, Ipek Bensu Manav, et al.

QFFT, Question-Free Fine-Tuning for Adaptive Reasoning

Supervised Fine-Tuning

Wanlong Liu, Junxiao Xu, Fei Yu, et al.

Can LLMs Generate High-Quality Test Cases for Algorithm Problems?
TestCase-Eval: A Systematic Evaluation of Fault Coverage and Exposure

Code Generation

Zheyuan Yang, Zexi Kuang, Xue Xia, et al.

AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT
and RL Synergy

Supervised Fine-Tuning

Zihan Liu, Zhuolin Yang, Yang Chen, et al.

Sundial: A Family of Highly Capable Time Series Foundation Models

ADRD: LLM-Driven Autonomous Driving Based on Rule-based Decision Systems

Improved Iterative Refinement for Chart-to-Code Generation via Structured Instruction

Show-o2: Improved Native Unified Multimodal Models

Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective

Raptor: Scalable Train-Free Embeddings for 3D Medical Volumes Leveraging Pretrained 2D Foundation Models

EmoNet-Voice: A Fine-Grained, Expert-Verified Benchmark for Speech Emotion Detection

s1: Simple test-time scaling

Search-o1: Agentic Search-Enhanced Large Reasoning Models

LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token

MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale

ShowUI: One Vision-Language-Action Model for GUI Visual Agent

OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

GPT-4o System Card

SAM2Long: Enhancing SAM 2 for Long Video Segmentation with a Training-Free Memory Tree

Aria: An Open Multimodal Native Mixture-of-Experts Model

Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

VGGT: Visual Geometry Grounded Transformer

Multi-Turn Code Generation Through Single-Step Rewards

Revisiting Compositional Generalization Capability of Large Language Models Considering Instruction Following Ability

Embodied Web Agents: Bridging Physical-Digital Realms for Integrated Agent Intelligence

Semantically-Aware Rewards for Open-Ended R1 Training in Free-Form Generation

BUT System for the MLC-SLM Challenge

GenRecal: Generation after Recalibration from Large to Small Vision-Language Models

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Sekai: A Video Dataset towards World Exploration

Data-driven material screening of secondary and natural cementitious precursors

QFFT, Question-Free Fine-Tuning for Adaptive Reasoning

Can LLMs Generate High-Quality Test Cases for Algorithm Problems? TestCase-Eval: A Systematic Evaluation of Fault Coverage and Exposure

AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT and RL Synergy

2,941