2026.09.24 | 说话者双轨记忆;交互学习空间推理

2026.09.24 | 说话者双轨记忆;交互学习空间推理

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【目录】
本期的 15 篇论文如下:

00:28 🧠 SpeakerMem-R1: Speaker-Centered Dual-Track Memory for Multi-Party Dialogue(SpeakerMem-R1:以说话者为中心的多方对话双轨记忆)
01:13 🤖 Spatial-Interactor: Learning Spatial Reasoning through Interaction with the Observable Physical World(Spatial-Interactor:通过与可观测物理世界交互学习空间推理)
01:59 🌍 HappyWorld-Bench(快乐世界基准(HappyWorld-Bench))
02:40 🧠 The Past Frames the Future: Memory for Autoregressive Video Generation(过往帧塑造未来:自回归视频生成中的记忆机制)
03:29 🧠 Just-in-Time Memory: Learning to Curate Task-Adaptive Memory for LLM Agents(即时记忆:学习为LLM智能体整理任务自适应记忆)
04:11 🎬 RewardVerse: Rubric-Guided Policy Optimization for Video Reward Modeling(RewardVerse:面向视频奖励建模的评分量规引导策略优化)
05:00 🎯 PACT: From Credit Assignment to Critic Alignment(PACT:从信用分配到评论家对齐)
05:43 🧪 Schrödinger's Code Repository: Have LLMs Learned SWE-bench or Memorized It?(薛定谔的代码仓库:LLM 是学会了 SWE-bench,还是记住了它?)
06:24 📐 GeoPair: Geometry-Preserving Cross-Layer Factorization for Training-Free Transformer Compression(GeoPair:用于免训练 Transformer 压缩的几何保持跨层因子分解)
07:00 📦 PackLab: A Comprehensive Framework for Developing, Training, and Evaluating MLLMs in Robotic Bin Packing(PackLab:在机器人装箱中开发、训练与评估多模态大语言模型的综合框架)
07:53 🧠 MemBodied: Recurrent Associative Memory for Vision-Language-Action Models(MemBodied:面向视觉-语言-动作模型的循环联想记忆)
08:39 🧪 WhatWorkedBench: Benchmarking Experimental Understanding in AI Agents(WhatWorkedBench:基准测试AI智能体的实验理解能力)
09:21 🧠 Hunyuan-A13B Technical Report(混元-A13B 技术报告)
10:03 🎮 Verifiable Hidden Dynamics Play: Generating Agentic RL Environments from Solved Mechanisms(可验证隐藏动力学游戏:从已求解机制生成智能体强化学习环境)
10:45 🎥 All modalities are equal, but video is more equal: Closing the Cross-Attention Gap in Joint Video Generation(所有模态都是平等的,但视频更平等:弥合联合视频生成中的交叉注意力差距)

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