Daily Paper Cast

🤗 Upvotes: 57 | cs. LG, cs. AI, cs. CL Authors: Jinyuan Li, Chengsong Huang, Langlin Huang, Donghong Cai, Shiping Gao, Yuyi Yang, Jiaxin Huang Title: Questioning the Questions: Sustaining Self-Evolution in Reasoning Models Arxiv: http://arxiv.org/abs/2610.04299v2 Abstract: Self-evolving reasoning models learn from their own generated questions, yet repeated self-training can lead to performance c...

🤗 Upvotes: 55 | cs. LG Authors: Yiming Xu, Hongyue Yu, Beihua Yang, Zihan Chen, Yixin Liu, Zhen Peng, Bin Shi, Bo Dong, Chao Shen, Irwin King, Qinghua Zheng Title: DecepEval: A Benchmark for Evaluating Deception in LLM Agents Arxiv: http://arxiv.org/abs/2610.07967v1 Abstract: As large language model (LLM) agents become increasingly autonomous, they may pursue task performance through deception, r...

🤗 Upvotes: 55 | cs. CV Authors: Jiyoung Kim, Paul Hyunbin Cho, Jisu Nam, Donghoon Lee, Hyunsung Go, Yeonkyeong Lee, Hansaem Kim, Seungryong Kim Title: GRACE: Generation-aware latent compression for efficient video generation Arxiv: http://arxiv.org/abs/2610.10524v1 Abstract: Highly compressed video autoencoders offer an effective way to accelerate video diffusion models, as the Diffusion Transfor...

🤗 Upvotes: 51 | cs. CV Authors: Qiutong Chen, Yuchan Guo, Zhenlong Yuan, Haobo Yang, Fangfang Lin, Xinyi Long, Yin Wang, Zijian Song, Rui Lan, Shi Qiu, Boyuan Pan, Yang Luo, Yuyin Zhou Title: VepAgent: Bridging Causal-Transition via Tool-Augmented Reinforcement Learning for Video Event Prediction Arxiv: http://arxiv.org/abs/2610.06293v1 Abstract: Multimodal Large Language Models (MLLMs) have demo...

🤗 Upvotes: 46 | cs. CV Authors: Zihan Su, Junhao Zhuang, Yaowei Li, Siwen Lu, Haoran Li, Lingen Li, Haoyu Wu, Weiyang Jin, Songchun Zhang, Haoyang Huang, Chun Yuan, Zeyue Xue, Nan Duan Title: SGF+: Decoupling Gradient Flows for Autoregressive Video Generation Arxiv: http://arxiv.org/abs/2610.10429v1 Abstract: Autoregressive video generation requires denoising the current frames while writing thei...

🤗 Upvotes: 43 | cs. RO Authors: Wenxuan Song, Jiayi Chen, Jingbo Wang, Shuai Zhou, Xicheng Gong, Zehua Fan, Ziyang Zhou, Junwu E, Haodong Yan, Fuhao Li, Qize Yu, Xu Huang, Pengwei Wang, Wen Chen, Shunbo Zhou, Haoang Li Title: UniWAM: Unified World-Action Model Arxiv: http://arxiv.org/abs/2610.02054v2 Abstract: Vision-language-action models benefit from the understanding and reasoning capabilities...

🤗 Upvotes: 77 | cs. CL, cs. AI Authors: Bingxi Hou, Guochao Jiang, Guofeng Quan, Weiqing Li, Wenfeng Feng, Guohua Liu, Yuewei Zhang Title: Rethinking Cross-Tokenizer On-Policy Distillation: From Alignment Coverage to Supervision Reliability Arxiv: http://arxiv.org/abs/2610.08448v1 Abstract: On-Policy Distillation (OPD) trains a student on its own generations using teacher feedback. With different...

🤗 Upvotes: 52 | cs. CV Authors: Jiahao Zhan, Yan Wang, Yongrui Ma, Qunliang Xing, Ruchang Yao, Runtao Liu, Shijie Zhao, Tianfan Xue Title: DuoMatching: Joint-Marginal Distribution Matching for Few-Step Video Generation Arxiv: http://arxiv.org/abs/2610.03543v1 Abstract: Streaming video generation has benefited from distribution matching distillation (DMD), which matches the joint distribution of v...

🤗 Upvotes: 33 | cs. LG, cs. CL Authors: Xin Wang, Hao Yu, Zhengyang Zhuge, Bochao Mao, Zheng Li, Junda Feng, Yuyan Luo, Yi Zhang, Yizhong Cao, Mi Zhang, Dayiheng Liu, Jianwei Zhang Title: TRACE: Rollout-Guided Quantization-Aware Training for FP4 Reinforcement Learning of MoE Language Models Arxiv: http://arxiv.org/abs/2610.07767v1 Abstract: Reinforcement learning (RL) for post-training large lang...

🤗 Upvotes: 30 | cs. AI Authors: Yan Zhou, Yili Wang, Yiwei Dai, Qinggang Zhang, Xin Wang Title: EVISKILL: Grounding Skill Evolution in Replayable Evidence Arxiv: http://arxiv.org/abs/2610.05030v1 Abstract: Continual skill evolution enables LLM agents to accumulate and refine reusable procedural knowledge from interaction experience without updating model parameters. Its effectiveness depends on d...

🤗 Upvotes: 27 | cs. CL, cs. AI Authors: Hongzhan Lin, Shidong Cao, Ziyang Luo, Wenhao Chai, Mong-Li Lee, Wynne Hsu Title: From Evidence to Action: How Tool-Using Agents Fail Arxiv: http://arxiv.org/abs/2610.07753v1 Abstract: Tool-using agents make consequential changes to external state, yet correct outcomes do not guarantee that their actions were supported by evidence established beforehand. We...

🤗 Upvotes: 22 | cs. AI Authors: Dongki Kim, Namkyeong Lee, Surag Nair, Carl Edwards, Xiner Li, Edward De Brouwer, Jenna Lynn Collier, Sung Ju Hwang, Gabriele Scalia, Ehsan Hajiramezanali Title: AutoSciBench: Autonomous Benchmark Generation for Evaluating Scientific Agents Arxiv: http://arxiv.org/abs/2610.05140v1 Abstract: As agents rapidly evolve, existing benchmarks can become saturated, limitin...

🤗 Upvotes: 83 | cs. CV, cs. AI, cs. LG, cs. MM Authors: Team Kandinsky, Julia Agafonova, Bulat Akhmatov, Mikhail Aksyutin, Grigorii Alekseenko, Anastasia Aliaskina, Olga Androsova, Vladimir Arkhipkin, Anna Averchenkova, Alexander Belykh, Serafima Bocharova, Sofiya Bogakovskaya, Anton Bukashkin, Mark Bulygin, Kirill Buzygin, Irina Cheremnykh, Kirill Chernyshev, Mikhail Chernyshov, Vladimir Chernyy...

🤗 Upvotes: 37 | cs. AI, cs. LG Authors: Liancheng Fang, Zhuowei Li, Youngeun Kim, Tianchen Zhao, Rajat Koner, Jiaye Wu, Linghan Xu, Xuanbai Chen, Xiang Xu, Zheng Zhang, Jakub Zablocki, Nishant Sankaran, Yifan Xing Title: ALoDLM: Adaptively Looped Diffusion Language Models Arxiv: http://arxiv.org/abs/2610.04198v1 Abstract: Diffusion language models (DLMs) enable fast generation by predicting multi...

🤗 Upvotes: 112 | cs. CV Authors: Songlin Yang, Xiaotong Zhao, Jiacheng Zhang, Zhe Wang, Toyota Li, Eric Liu, Alan Zhao, Anyi Rao Title: Adaptive Reward Routing: Dynamic Multi-Reward Optimization for Joint Audio-Video Diffusion via Forward-Process RL Arxiv: http://arxiv.org/abs/2609.37200v1 Abstract: Multi-reward guided reinforcement learning (i.e., RL) offers a promising way to improve joint audi...

🤗 Upvotes: 58 | cs. AI Authors: Yu Luo, Jiamin Jiang, Yimin Zuo, Xidao Wen, Rongchen Gao, Yongqian Sun, Shenglin Zhang, Guiyang Liu, Cheng Zhang, Fang Situ, Qi Zhou, Dan Pei Title: Beyond Memory: Harnessing Long-Horizon Agents with Explicit Belief States Arxiv: http://arxiv.org/abs/2610.01415v1 Abstract: Large language model (LLM) agents can now undertake increasingly complex tasks, but the way t...

🤗 Upvotes: 49 | cs. CL, cs. AI, cs. LG Authors: Hui Ren, Zihan Li, Chang Liu, Huidong Liu, Alexander Schwing Title: Hierarchical Continuous Diffusion Language Models Arxiv: http://arxiv.org/abs/2610.02193v1 Abstract: Discrete diffusion language models offer a compelling alternative to autoregressive generation for tasks demanding bidirectional reasoning and global constraint satisfaction. Yet the...

🤗 Upvotes: 44 | cs. RO Authors: Puming Jiang, Tianrun Hu, Haozhe Du, Yibo Li, Zhiwei Xue, Xinhu Li, Harold Soh Title: Agent Priors-guided Policy Learning Arxiv: http://arxiv.org/abs/2609.35690v1 Abstract: Robots that learn from a few demonstrations often require two forms of generalization. Compositional generalization recombines skills to solve new tasks, and skill generalization lets the learne...

🤗 Upvotes: 37 | cs. CV Authors: Hyunwook Choi, Dahyun Chung, Hyunsung Kim, Siyoon Jin, Jinhyeok Choi, Junyoung Seo, Seungryong Kim Title: World Observer: Joint Actor-Observer Generation for Persistent World Modeling Arxiv: http://arxiv.org/abs/2610.02162v1 Abstract: How can a world model continuously observe regions beyond the actor's current view? Video world models simulate how an environment e...

🤗 Upvotes: 32 | cs. AI, cs. CL, cs. LG, cs. MA, cs. SE Authors: Sungho Park, Wonjoong Kim, Jue Zhang, Wook-Shin Han, Pengfei Gao, Chanyoung Park, Yongqiang Yao, Rao Fu, Elsie Nallipogu, Qingwei Lin, Victor Rühle Title: ActiveSaddler: Automated Curriculum Learning for Agent Harness Optimization Arxiv: http://arxiv.org/abs/2610.00906v1 Abstract: Automated harness optimization can substantially impr...

🤗 Upvotes: 32 | cs. AI, cs. LG Authors: Changdae Oh, Qi Zeng, Qi Qi, Andrey Zhmoginov, Deren Lei, Yun He, Hoang Phan, Hangoo Kang, Azalia Mirhoseini, Sharon Li Title: Sharpening Tax in Post-Training Arxiv: http://arxiv.org/abs/2610.01509v1 Abstract: An emerging hypothesis about reinforcement learning (RL) post-training of large language models (LLMs) is that it merely sharpens existing behaviors...

🤗 Upvotes: 32 | cs. CL Authors: Chenguang Wang, Ming Li, Chengrui Fan, Jianpeng Chen, Han Chen, Tianyi Zhou, Dawei Zhou Title: A Missing Piece for Trustworthy AI Reviewers: From Benchmarking Rhetorical Robustness to SciCore Review Arxiv: http://arxiv.org/abs/2609.39027v1 Abstract: AI reviewers can assign different judgments to manuscripts that report the same science in different wording, potenti...

🤗 Upvotes: 29 | cs. CV Authors: Zheng-Hui Huang, Guixu Lin, Yu-Ju Tsai, Jian-Kai Zhu, Fengbo Lan, Yu-Lun Liu, Yung-Yu Chuang, Kaipeng Zhang, Zhixiang Wang Title: ROWBench: Do Video Models Render What the Program Specifies? Arxiv: http://arxiv.org/abs/2610.02205v1 Abstract: Programmable world models separate executable dynamics from visual generation, offering a promising foundation for next-gener...

🤗 Upvotes: 27 | cs. CV Authors: Cheng Yang, Yifan Wu, Yutao Huang, Zhaohua Zhang, Beiduo Chen, Muxi Chen, Chenchen Zhao, Hexuan Deng, Haolin Yang, Geyuan Zhu, Sa Zhu, Jianhuan Zhuo, Qiuyong Xiao, Jianhao Ruan, Yiran Peng, Jiayi Zhang, Tian Ye, Xinlei Yu, Tianwen Jiang, Jihong Zhang, Yuyu Luo Title: AutoGUIWorld: Image Generators as Visual World Models for GUI Agent Arxiv: http://arxiv.org/abs/261...

🤗 Upvotes: 134 | cs. LG Authors: Hao Li, MeiJia Chen, Weijie Ren, Donghan Li, Zijun Tian, Jingchun Huang, Naibo Wang Title: The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation Arxiv: http://arxiv.org/abs/2609.36484v1 Abstract: On-policy distillation (OPD) trains a student to match the teacher's next-token distributions on the...