Geometric Attention Fine-Tuning Is Representation-Relative: Autonomous ML Research with AI-Native Workflow
NeurIPS 2026 AutoMLR · 2026
Publications
Peer-reviewed papers, preprints and public manuscripts.
6 results
Workshop Papers & Extended Abstracts
PolicyAttention: Robustness and Failure Modes of Softmax Policy Improvement
NeurIPS 2026 EvoRobust · 2026
PolicyAttention: When Softmax Attention Becomes Policy Improvement
NeurIPS 2026 PTA · 2026
Diverse Scenarios, Selective Evaluation: Certified Spectral-Risk Decisions under Costly Robustness Tests
NeurIPS 2026 EvoRobust · 2026
The Approximation Rank of Softmax Attention: Sharp Geometric Laws and Robust Interaction Dimension
NeurIPS 2026 NeurReps Extended Abstracts · 2026
Peer-Reviewed / Proceedings
NTU-QRS AlphaAllocator: Bounded Transformer News Overlays for Chinese Macro-Asset Allocation
NLPCC 2026 Shared Task 4 · Poster + Oral · 2026
Shared Task 4: Track 1 winner; Track 2 6th.
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