The Year in AI Papers
The year/August 2026

Monthly collection

August 2026

The papers that drew the most attention during this month of AI research.

Papers
3
Citations
0
Research labs
0

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Aug2025, 63 papersSep2025, 79 papersOct2025, 98 papersNov2025, 73 papersDec2025, 66 papersJan2026, 86 papersFeb2026, 86 papersMar2026, 100 papersApr2026, 77 papersMay2026, 115 papersJun2026, 86 papersJul2026, 84 papersAug2026, current month, 3 papers
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3 papers published in August 2026

01

Research paper

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

LongHorizon-Harness, from Alibaba's DreamX Team, addresses long-horizon LLM agent failures by reformulating execution as task-state management. It uses a Manage-Execute-Audit (MEA) loop: a manager maintains explicit task state and defines subtasks, a fresh-context executor performs each subtask, and a read-only auditor independently verifies environment…

Ziyu Ma, Hailang Huang, Shun Zou, Yong Wang, et al.
Published
Aug 2026
Upvotes
122
Citations
0
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02

Research paper

SwanTale: Unified Multi-Speaker Speech and Audio Generation for Instruct and Zero-Shot Tasks

SwanTale is a unified model for multi-speaker speech and audio generation supporting both zero-shot and instruct tasks. It introduces SwanData-Caption, a data pipeline that cleans raw audio, adds targeted synthetic coverage (elderly speech, short utterances, challenging pronunciations), and annotates multi-level captions (environment, speakers, content).…

Yu Zhang, Ruiqi Li, Changhao Pan, Ke Lei, et al.
Published
Aug 2026
Upvotes
116
Citations
0
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03

Research paper

DAPD: Dual-Anchored Policy Distillation

The paper identifies information asymmetry as the root cause of privilege illusion in on-policy self-distillation (OPSD) for language models. In OPSD, a teacher conditioned on privileged information (e.g., a reference completion) supervises a student that lacks this information at inference, causing the student to behave as if the privileged information…

Jianyu Wu, Yizhou Wang, Encheng Su, Chen Tang, et al.
Published
Aug 2026
Upvotes
54
Citations
0
Read summary Original