Fan (Hugh) Su

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1. Neural circuits for valence updating in social memory

   被亲近的人伤害后，我们为什么只躲他，不躲其他人

   Science10.1126/science.adx8231
2. People use fast and flat simulation to reason about new games

   面对没玩过的游戏，你的直觉为什么又快又准？因为它浅，但足够

   Nature10.1038/s41586-026-10722-1
3. Divergent philosophical commitments in neuroscience: Evidence from a global survey

   神经科学家的哲学自白：心智就是大脑，却不肯放弃自由意志

   Proceedings of the National Academy of Sciences10.1073/pnas.2610776123
4. Depression stigma

   别人没有想象中那么排斥你：抑郁症患者得知真相之后……

   Journal of Public Economics10.1016/j.jpubeco.2026.105713
5. Coarse Memory and Plausible Narratives

   政治叙事如何利用选民记忆里的空白？

   American Economic Journal: Microeconomics10.1257/mic.20240465
6. Canonical decision computations underlie behavioral and neural signatures of cooperation in primates

   合作不是一拍即合：大脑要先从对方的动作里攒够证据

   Neuron10.1016/j.neuron.2026.04.022
7. Aha! moments correspond to metacognitive prediction errors

   啊哈！突然顿悟的那一刻，为什么这么爽？

   Cognition10.1016/j.cognition.2026.106537
8. Moved by the lightest touch of meaning: Even minimal significance matters for motivation from childhood

   让做过的事留下来，也让我们更愿意向前一步

   Psychological Science10.1177/09567976261462874
9. Misinformation as strategy: Epistemic consequences and the undermining of shared truth

   谎言只是为了让你相信吗？它可能会让你开始怀疑一切

   Trends in Cognitive Sciences10.1016/j.tics.2026.06.009
10. Why human societies adopt rigid moral rules: The efficiency–robustness trade-off

    人明明懂得变通，为什么社会偏爱“死规矩”？

    Proceedings of the National Academy of Sciences10.1073/pnas.2535467123
11. In Their Shoes: Empathy Through Information

    看见别人的痛苦，为什么还不一定产生共情？

    The Quarterly Journal of Economics10.1093/qje/qjag033
12. Wired for coherence: A network theory of self

    每天都在改变的你，为什么仍觉得自己是同一个人？

    Trends in Cognitive Sciences10.1016/j.tics.2026.06.015
13. How Institutional Distrust Breeds One-Sided Leadership: A Consistency-Based Account

    公共机构让人失望后，我们为什么更想要一个“说了算”的领导？

    Journal of Personality and Social Psychology10.1037/pspi0000527
14. The social-class gap in negotiation: Lower-class individuals negotiate less and face more backlash

    为什么越需要为自己争取的人，反而越难开口谈判？

    Proceedings of the National Academy of Sciences10.1073/pnas.2602128123
15. Neural and computational mechanisms of effort under the pressure of a deadline

    DDL不是生产力，而是让你的“进度”更值钱

    Nature Communications10.1038/s41467-026-75987-6
16. Experience reorganizes content-specific memory traces in macaques

    睡着以后，大脑怎样把新记忆编进旧记忆？

    Nature Neuroscience10.1038/s41593-026-02357-2
17. Politics of Food: An Experiment on Trust in Expert Regulation and Economic Costs of Political Polarisation

    只换个总统的名字，人们对科学结论的信任就会下降吗？

    The Economic Journal10.1093/ej/ueag078
18. Throwing good effort after bad: Evidence for a sunk-cost effect in cognitive effort-based decision-making

    脑力也有沉没成本：为什么越费脑，越难放弃？

    Cognition10.1016/j.cognition.2026.106628
19. Beyond representational alignment with brain-guided language models for robust reasoning

    大语言模型能像人脑一样推理吗？

    Nature Machine Intelligence10.1038/s42256-026-01278-w
20. Social dynamics of AI adoption in parents’ educational decisions

    别人家孩子都在用AI，你还敢让自己的孩子不用吗？

    Proceedings of the National Academy of Sciences10.1073/pnas.2533193123
21. Gaming the Marketplace: Consumer Opportunism and Beliefs about Societal Hierarchy

    越相信强者在上，越爱对商家耍“小聪明”？

    Journal of Marketing Research10.1177/00222437261477110
22. Economic preferences predict higher-education choices

    选大学和专业，本身就是一场耐心与冒险的考验

    Proceedings of the National Academy of Sciences10.1073/pnas.2610891123
23. Encapsulation of the Visual Perception of Social Events From Semantic Priming

    语言会改变我们“看见”的人际关系吗？

    Journal of Experimental Psychology: Human Perception and Performance10.1037/xhp0001438
24. Needing Others to Know You’re Good: Narcissists’ Pride in Success Is Contingent on Peer Reactions

    自恋的人赢了还不够，为什么还要别人服气？

    Journal of Experimental Psychology: General10.1037/xge0001974
25. Claims of sex-dependent effects in the behavioral and brain sciences are infrequently supported by valid statistical comparisons

    很多“男女有别”的研究，可能根本没有比较男女？

    Proceedings of the National Academy of Sciences10.1073/pnas.2608703123
26. Hybrid spatial organization and evidence for magnitude-independent neural coding of linguistic information during sentence production

    大脑如何把几个词，变成一句话？

    Science Advances10.1126/sciadv.aec0518
27. Human ticklishness is a widespread, culturally shared and bodily organized sensory experience

    为什么人们普遍怕痒？

    Nature Human Behaviour10.1038/s41562-026-02535-z
28. Psychological barriers to improving carbon competence

    越在意环保，可能越把环保做偏？

    Nature Sustainability10.1038/s41893-026-01900-0
29. Reassurance through normalization inadvertently suppresses treatment

    医生说的“正常”，为什么和患者听到的不是一回事？

    Nature Human Behaviour10.1038/s41562-026-02542-0
30. Dissociable roles of prefrontal plasticity in decision-making strategy and execution of habitual behavior

    当你想放弃时，好习惯如何帮你渡过动力低谷？

    Nature Communications10.1038/s41467-026-75706-1
31. Implicit biases change more slowly in larger cities

    京爷？沪爷！为什么大城市里的偏见更难改变？

    Proceedings of the National Academy of Sciences10.1073/pnas.2514189123
32. Do animals use names? Conceptual and empirical criteria

    动物真的会给彼此起名字吗？

    Trends in Cognitive Sciences10.1016/j.tics.2026.06.008
33. Fighting Fire with Fire: Infusing Artificial Intelligence into Peer Review to Sustain Quality Scholarship

    AI写论文，AI来审？关于AI审稿可能性的讨论

    Management Science10.1287/mnsc.2026.00184
34. Neural basis of compositional control

    同时追两个目标时，大脑怎样混合并切换策略？

    Nature10.1038/s41586-026-10896-8
35. Hierarchical resource rationality explains human reading behaviour

    为什么你能够“一目十行”，自动脑补没读的内容？

    Nature Human Behaviour10.1038/s41562-026-02534-0
36. Developmental changes in memory structure and precision alter the use of retrieved episodes during decisions for reward

    为什么长大以后，一张旧照片能让你想起更多往事？

    Proceedings of the National Academy of Sciences10.1073/pnas.2525494123
37. The dynamics of costly norms

    人人都在为坏规矩买单，为什么没人敢先停下？

    The Economic Journal10.1093/ej/ueag091
38. Propagation and preservation of AI-discovered problem-solving strategies in human culture

    AI教给人类的方法，能在人类社会里传下去吗？

    Nature Communications10.1038/s41467-026-76113-2
39. The Intrinsic Valuation of Biodiversity Loss

    重新评估生物多样性的价值：动物的感受算不算？

    NBER Working Paper10.3386/w35592
40. The neural basis of laughter

    “真笑”和“假笑”到底哪里不一样？

    Trends in Neurosciences10.1016/j.tins.2026.05.002
41. Why Context Influences Preferences Elicited with Willingness to Pay Less Than Preferences Elicited with Choice

    情境如何让你的二选一不那么理智？

    Management Science10.1287/mnsc.2023.00913
42. Music evokes shared neural representations of imagined narratives across sensory modalities

    没有歌词，音乐为何能在不同人的脑中“写出”相似故事？

    Nature Communications10.1038/s41467-026-76452-0
43. One Click Away: AI Tutoring with Khanmigo in a Two-Year School Experiment

    AI家教进了课堂，为什么学生还是很少向它求助？

    NBER Working Paper10.3386/w35620
44. Reusable modular architecture enables flexible cognitive operations in the mouse brain and artificial recurrent networks

    大脑能像搭积木一样，重复使用同一套计算吗？

    Nature Neuroscience10.1038/s41593-026-02410-0
45. How experience shapes extraordinary beliefs

    为什么荒诞的信念，也会有真实的体验作证？

    Trends in Cognitive Sciences10.1016/j.tics.2025.11.002
46. Does slow strategizing indicate optimal behavior or uncertainty?

    慢思考更理性？这次想得越久的人错得越多

    Journal of Economic Behavior & Organization10.1016/j.jebo.2026.107730
47. Drops in confidence precede symptoms of obsessive-compulsive disorder

    自信心下降，可能是强迫症状出现的先兆？

    Nature Communications10.1038/s41467-026-76671-5
48. Is Impulsivity Simply a Failure of Self-Control? Evidence Based on Multi-omics Analyses of Genomics, Metabolomics and Brain Imaging

    冲动只是没管住自己吗？奖励系统也在推着你走

    NeuroImage10.1016/j.neuroimage.2026.122003
49. When coordination is avoidable: A monotonicity analysis of organizational tasks

    很多会议和审批，其实并不是“把事做对”所必需的

    Proceedings of the National Academy of Sciences10.1073/pnas.2606267123
50. Asymmetric prefrontal representations for leader–follower dynamics

    谁在带路、谁在跟随？大脑为伙伴画出了两张不同的地图

    Nature10.1038/s41586-026-10900-1