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Daily Digest - 2026-07-25

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Latest digest: 2026-07-25.

Papers

4 visible entries

huggingface Score 16.0

FinanceComplexQA: Benchmarking Agentic Reasoning on Industrial-grade Financial Documents

2026-07-21 · Xianfu Cheng, Shiwei Zhang, Jiyu Zhao, Jian Yang, Xinyuan Wang, Ming Zhou, Weixiao Zhou, Xiangyuan Guan, Xiang Li, Zhenhe Wu, Ziyi Ni, Zhoujun Li, Bingjing Xu

General AI

Agentic Reasoning has become a transformative force in financial analysis due to its ability to integrate large-scale information and generate reliable and accurate content. However, when handling complex real-world problems, different agents still show significant performance variation. In this work, we design Finance…

Review
pending
Role
unreviewed
Read
now
huggingface Score 11.0

Dataset Distillation by Influence Matching

2026-07-18 · Haoru Tan, Wang Wang, Sitong Wu, Xiuzhe Wu, Yangtian Sun, Chirui Chang, Shaofeng Zhang, Xiaojuan Qi

General AI

We revisit dataset distillation from an outcome-centric perspective. Rather than aligning process surrogates (per-step gradients or training trajectories), Influence Matching (Inf-Match) aligns the final outcome of training: it learns a compact synthetic set whose effect on the converged parameters matches that of the …

Review
pending
Role
unreviewed
Read
soon
huggingface Score 10.4

Multi-Turn On-Policy Distillation with Prefix Replay

2026-07-16 · Baohao Liao, Hanze Dong, Christof Monz, Xinxing Xu, Li Dong, Furu Wei

General AI

We study on-policy distillation (OPD) for agentic tasks, where an LLM agent interacts with an environment over multiple turns and a student imitates a teacher over these multi-turn interaction histories. Fully online OPD is costly because each update requires fresh student rollouts through the environment and teacher q…

Review
pending
Role
unreviewed
Read
soon
huggingface Score 6.8

SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation

2026-07-23 · Junsong Chen, Jincheng Yu, Yitong Li, Shuchen Xue, Haozhe Liu, Jingyu Xin, Yuyang Zhao, Tian Ye, Zhangjie Wu, Zian Wang, Daquan Zhou, Ping Luo, Song Han, Enze Xie

General AI

We introduce SANA-Video 2.0, a hybrid video diffusion transformer instantiated at 5B and 14B scales under a unified architecture. Designed to generate high-quality video up to 720p on a single GPU, SANA-Video 2.0 matches full-softmax video DiTs in quality while retaining the favorable long-sequence scaling of linear at…

Review
pending
Role
unreviewed
Read
later