EA
Emmanuel Abbe
cs.ITmath.ITcs.LGstat.MLmath.PRcs.AIcs.DMCoronary Angiographycs.SImath.CO
On Valency
published · living versionsW_d9p2aje4·v1 · currentpublished
Transformers Learn Two Competing Sorting Algorithms, and Only One Length-Generalizes
with Khashayar Gatmiry, Nathan W. Henry, Chloe H. Su, Samy Bengio +3
1 version
W_3r3u6gpt·v1published
Preprints & journals
110 papers in the corpus · 2008–2026Weighted State Souping for Efficient Long-Context Retrieval2610.25621v1 · William L. Tong, Aryo Lotfi, Emmanuel Abbe et al.2026 · 0 citationsarXivon Valency
Transformers Learn Two Competing Sorting Algorithms, and Only One Length-Generalizes2610.26974v1 · Khashayar Gatmiry, Nathan W. Henry, Chloe H. Su et al.2026 · 0 citationsarXivon Valency
Learning Lean Feedback for Efficient Proof-Candidate Evaluation on GPUs2610.21881v1 · Lazar Milikic, Etienne Bamas, Emmanuel Abbe et al.2026 · 0 citationsarXiv
How Much of a Harness Does a Strong Agent Need for Autonomous ML Engineering?2609.40303v1 · Kirill Brilliantov, Alejandro Hern'andez-Cano, Emmanuel Abb'e2026 · 0 citationsarXiv
Evolving Towards Better Codes: LLM-Guided Search for High-Distance Binary Linear Codes2609.37056v1 · Amal Seddas, Vladyslav Shashkov, Maryna Viazovska et al.2026 · 0 citationsarXiv
Learn Your Own Thoughts: Abstract Token Curriculum2609.19717v2 · Khashayar Gatmiry, Avrajit Ghosh, Parsa Mirtaheri et al.2026 · 0 citationsarXiv
On the Importance of Gating: Memorization vs. In-Context Learning in State Space Models2609.16540v1 · William L. Tong, Aryo Lotfi, Emmanuel Abbe et al.2026 · 0 citationsarXiv
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve2608.03550v1 · Denys Pushkin, Albert Q. Jiang, Aryo Lotfi et al.2026 · 0 citationsarXiv
Blind-Spots-Bench: Evaluating Blind Spots in Multimodal Models2607.08317v1 · Matteo Santelmo, Xiuying Wei, Israa Fakih et al.2026 · 0 citationsarXiv
Future cardiovascular events prediction from invasive coronary angiography: A graph representation learning perspective.42061118 · Sun, Xiaowu, Belmpas, Theofilos, Senouf, Ortal et al.2026 · 0 citationsMedical image analysis. 2026;112:104079
-server-bench: Automating Potential Discovery for the -Server Conjecture2604.07240v1 · Kirill Brilliantov, Etienne Bamas, Emmanuel Abb'e2026 · 0 citationsarXiv
ODySSeI: An Open-Source End-to-End Framework for Automated Detection, Segmentation, and Severity Estimation of Lesions in Invasive Coronary Angiography Images2603.20021v1 · Anand Choudhary, Xiaowu Sun, Thabo Mahendiran et al.2026 · 0 citationsarXiv
LEAD: Breaking the No-Recovery Bottleneck in Long-Horizon Reasoning2603.06870v2 · Denys Pushkin, Emmanuel Abbe2026 · 0 citationsarXiv
[How will artificial intelligence improve cardiovascular prevention?]41784934 · Mircea, Andrei Alexandru, Abbé, Emmanuel, Mackowiak, Adèle et al.2026 · 0 citationsRevue medicale suisse. 2026;22(952):426-431
Goldilocks RL: Tuning Task Difficulty to Escape Sparse Rewards for Reasoning2602.14868v3 · Ilia Mahrooghi, Aryo Lotfi, Emmanuel Abbe2026 · 0 citationsarXiv
Tensor Reed-Muller Codes: Achieving Capacity with Quasilinear Decoding Time2601.16164v1 · Emmanuel Abbe, Colin Sandon, Oscar Sprumont2026 · 1 citationarXiv
Physics-informed self-supervised learning for predictive modeling of coronary artery digital twins2512.03055v1 · Xiaowu Sun, Thabo Mahendiran, Ortal Senouf et al.2025 · 0 citationsarXiv
To Infinity and Beyond: Tool-Use Unlocks Length Generalization in State Space Models2510.14826v1 · Eran Malach, Omid Saremi, Sinead Williamson et al.2025 · 0 citationsarXiv
AI-Driven multi-view learning from CCTA for myocardial infarction diagnosis.41065925 · Gwizdala, Jakub, Salihu, Adil, Senouf, Ortal et al.2026 · 2 citationsThe international journal of cardiovascular imaging. 2026;42(3):543-549
Inductive Domain Transfer In Misspecified Simulation-Based Inference2508.15593v3 · Ortal Senouf, Antoine Wehenkel, C'edric Vincent-Cuaz et al.2025 · 1 citationarXiv
CM-UNet: A Self-Supervised Learning-Based Model for Coronary Artery Segmentation in X-Ray Angiography.41336991 · Challier, Camille, Sun, Xiaowu, Mahendiran, Thabo et al.2025 · 2 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2025;2025:1-7
RL for Reasoning by Adaptively Revealing Rationales2506.18110v2 · Mohammad Hossein Amani, Aryo Lotfi, Nicolas Mario Baldwin et al.2025 · 0 citationsarXiv
Reed-Muller Codes for Quantum Pauli and Multiple Access Channels2506.08651v1 · Dina Abdelhadi, Colin Sandon, Emmanuel Abbe et al.2025 · 0 citationsarXiv
AbstRaL: Augmenting LLMs' Reasoning by Reinforcing Abstract Thinking2506.07751v4 · Silin Gao, Antoine Bosselut, Samy Bengio et al.2025 · 0 citationsarXiv
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning2504.05108v4 · Anja Surina, Amin Mansouri, Lars Quaedvlieg et al.2025 · 1 citationarXiv
What Makes the Preferred Thinking Direction for LLMs in Multiple-choice Questions?2502.18435v3 · Yizhe Zhang, Richard Bai, Zijin Gu et al.2025 · 0 citationsarXiv
Learning High-Degree Parities: The Crucial Role of the Initialization2412.04910v3 · Emmanuel Abbe, Elisabetta Cornacchia, Jan Haz\la et al.2024 · 0 citationsarXiv
Polynomial Freiman-Ruzsa, Reed-Muller codes and Shannon capacity2411.13493v2 · Emmanuel Abbe, Colin Sandon, Vladyslav Shashkov et al.2024 · 0 citationsarXiv
Assessing the need for coronary angiography in high-risk non-ST-elevation acute coronary syndrome patients using artificial intelligence and computed tomography.39514142 · Cagnina, Aurelien, Salihu, Adil, Meier, David et al.2025 · 4 citationsThe international journal of cardiovascular imaging. 2025;41(1):55-61
Transformation-Invariant Learning and Theoretical Guarantees for OOD Generalization2410.23461v1 · Omar Montasser, Han Shao, Emmanuel Abbe2024 · 0 citationsarXiv
Gender Bias in AI's Perception of Cardiovascular Risk.39437384 · Achtari, Margaux, Salihu, Adil, Muller, Olivier et al.2024 · 12 citationsJournal of medical Internet research. 2024;26:e54242
Chain-of-Sketch: Enabling Global Visual Reasoning2410.08165v2 · Aryo Lotfi, Enrico Fini, Samy Bengio et al.2024 · 0 citationsarXiv
AngioPy Segmentation: An open-source, user-guided deep learning tool for coronary artery segmentation.39341506 · Mahendiran, Thabo, Thanou, Dorina, Senouf, Ortal et al.2024 · 11 citationsInternational journal of cardiology. 2025;418:132598
On the Minimal Degree Bias in Generalization on the Unseen for non-Boolean Functions2406.06354v1 · Denys Pushkin, Raphael Berthier, Emmanuel Abbe2024 · 0 citationsarXiv
How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad2406.06467v3 · Emmanuel Abbe, Samy Bengio, Aryo Lotfi et al.2024 · 1 citationarXiv
Anatomy-Informed Multimodal Learning for Myocardial Infarction Prediction.39559783 · Sievering, Ivan-Daniel, Senouf, Ortal, Mahendiran, Thabo et al.2024 · 5 citationsIEEE open journal of engineering in medicine and biology. 2024;5:837-845
A study of ChatGPT in facilitating Heart Team decisions on severe aortic stenosis.38629422 · Salihu, Adil, Meier, David, Noirclerc, Nathalie et al.2024 · 36 citationsEuroIntervention : journal of EuroPCR in collaboration with the Working Group on Interventional Cardiology of the European Society of Cardiology. 2024;20(8):e496-e503
Reed-Muller codes have vanishing bit-error probability below capacity: a simple tighter proof via camellia boosting2312.04329v1 · Emmanuel Abbe, Colin Sandon2023 · 2 citationsarXiv
Towards AI-assisted cardiology: a reflection on the performance and limitations of using large language models in clinical decision-making.38050992 · Salihu, Adil, Gadiri, Mehdi Ali, Skalidis, Ioannis et al.2023 · 24 citationsEuroIntervention : journal of EuroPCR in collaboration with the Working Group on Interventional Cardiology of the European Society of Cardiology. 2023;19(10):e798-e801
When can transformers reason with abstract symbols?2310.09753v2 · Enric Boix-Adsera, Omid Saremi, Emmanuel Abbe et al.2023 · 2 citationsarXiv
Boolformer: Symbolic Regression of Logic Functions with Transformers2309.12207v2 · St'ephane d'Ascoli, Arthur Renard, Vassilis Papadopoulos et al.2023 · 1 citationarXiv
Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs2306.16921v1 · Emmanuel Abbe, Elisabetta Cornacchia, Aryo Lotfi2023 · 7 citationsarXiv
Transformers learn through gradual rank increase2306.07042v2 · Enric Boix-Adsera, Etai Littwin, Emmanuel Abbe et al.2023 · 5 citationsarXiv
[Can smart devices and AI in cardiology improve clinical practice?]37222645 · Maurizi, Niccolo, Skalidis, Ioannis, Auberson, Denise et al.2023 · 2 citationsRevue medicale suisse. 2023;19(828):1041-1046
ChatGPT takes on the European Exam in Core Cardiology: an artificial intelligence success story?37265864 · Skalidis, Ioannis, Cagnina, Aurelien, Luangphiphat, Wongsakorn et al.2023 · 128 citationsEuropean heart journal. Digital health. 2023;4(3):279-281
A proof that Reed-Muller codes achieve Shannon capacity on symmetric channels2304.02509v1 · Emmanuel Abbe, Colin Sandon2023 · 39 citationsarXiv
SGD learning on neural networks: leap complexity and saddle-to-saddle dynamics2302.11055v2 · Emmanuel Abbe, Enric Boix-Adsera, Theodor Misiakiewicz2023 · 5 citationsarXiv
Generalization on the Unseen, Logic Reasoning and Degree Curriculum2301.13105v3 · Emmanuel Abbe, Samy Bengio, Aryo Lotfi et al.2023 · 4 citationsarXiv
Deep learning-based prediction of future myocardial infarction using invasive coronary angiography: a feasibility study.36596624 · Mahendiran, Thabo, Thanou, Dorina, Senouf, Ortal et al.2023 · 18 citationsOpen heart. 2023;10(1)
On the non-universality of deep learning: quantifying the cost of symmetry2208.03113v2 · Emmanuel Abbe, Enric Boix-Adsera2022 · 1 citationarXiv
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