WTF GENIUS PAPERS Collection Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models. • 170 items • Updated about 17 hours ago • 37
MaskAlign: Token-Subset Representation Alignment for Efficient Diffusion Training Paper • 2606.08788 • Published 11 days ago • 4
SG-OPD: Sign-Gated On-Policy Distillation via Sign-Consistency Gating and Phased Teacher Sampling Paper • 2606.09304 • Published 10 days ago • 6
Risk Under Pressure: Compute-Aware Evaluation of Adversarial Robustness in Language Models Paper • 2606.11409 • Published 9 days ago • 9
Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning Paper • 2606.13106 • Published 7 days ago • 21
N-GRPO: Embedding-Level Neighbor Mixing for Enhanced Policy Optimization Paper • 2606.10768 • Published 9 days ago • 24
MaxProof: Scaling Mathematical Proof with Generative-Verifier RL and Population-Level Test-Time Scaling Paper • 2606.13473 • Published 7 days ago • 88
Robust-U1: Can MLLMs Self-Recover Corrupted Visual Content for Robust Understanding? Paper • 2606.08063 • Published 12 days ago • 77
Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning Paper • 2606.11683 • Published 8 days ago • 30
TRL-Bench: Standardizing Cross-Paradigm Representation-Level Evaluation of Tabular Encoders Paper • 2606.09323 • Published 10 days ago • 50
Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions Paper • 2606.09076 • Published 10 days ago • 59
Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Paper • 2606.11926 • Published 8 days ago • 111
Redesign Mixture-of-Experts Routers with Manifold Power Iteration Paper • 2606.12397 • Published 8 days ago • 85
Why Muon Outperforms Adam: A Curvature Perspective Paper • 2606.04662 • Published 15 days ago • 10
A Geometric Account of Activation Steering through Angle-Norm Decomposition Paper • 2606.06735 • Published 14 days ago • 22
Whisper Hallucination Detection and Mitigation via Hidden Representation Steering and Sparse AutoEncoders Paper • 2606.07473 • Published 13 days ago • 15