Industry
Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives
Amit Dhurandhar, Pin-Yu Chen, Ronny Luss, Chun-Chen Tu, Paishun Ting, Karthikeyan Shanmugam, Payel Das
In this paper we propose a novel method that provides contrastive explanations justifying the classification of an input by a black box classifier such as a deep neuralnetwork.
Automated Classification of Model Errors on ImageNet
While the ImageNet dataset has been driving computer vision research over the past decade, significant label noise and ambiguity have made top-1 accuracy an insufficient measure of further progress.
5c186016d0844767209dc36e9e61441b-Paper-Conference.pdf
DeMa's focus on sequences diminishes approximately exponentially.
Initialization of ReLUs for Dynamical Isometry
Rebekka Burkholz, Alina Dubatovka
Neural Information Processing Systems http://nips.cc/
Doubly Mild Generalization for Offline Reinforcement Learning Yixiu Mao 1, Qi Wang 1, Y un Qu
Offline Reinforcement Learning (RL) suffers from the extrapolation error and value overestimation. From a generalization perspective, this issue can be attributed to the over-generalization of value functions or policies towards out-of-distribution (OOD) actions.
WenMind: A Comprehensive Benchmark for Evaluating Large Language Models in Chinese Classical Literature and Language Arts Supplementary Material
For details on M1-M5, please refer to Appendix B.3.
Defense Against Adversarial Attacks Using Feature Scattering-based Adversarial Training
Neural Information Processing Systems http://nips.cc/
Relooted, Reanimal and other new indie games worth checking out
Samsung Galaxy Unpacked 2026 is Feb. 25 Valve's Steam Machine: Everything we know Plus, a tactical shooter from the team behind Half-Life remake Black Mesa. Welcome to our latest roundup of what's going on in the indie game space. A whole bunch of compelling games arrived this week, and Sony dropped some news about more that are on the way to PS5 and other platforms during its State of Play stream on Thursday . For one thing, I didn't have a prequel for, one of my favorite games of the last few years on my bingo card. It's really neat that Motion Twin and Evil Empire -- the studios behind and its expansions, respectively -- are getting to make a proper Castlevania game .
Rubio speech signals US-Europe relations are bruised but still friendly
World leaders, including French President Emmanuel Macron, German Chancellor Friedrich Merz and UK Prime Minister Sir Keir Starmer, have been gathering in Munich for Europe's biggest security and defence conference. The burning question on everyone's minds: is America still an ally of Europe? The keynote speech that everyone was waiting for was from Marco Rubio, the US Secretary of State. Would he repeat the attacks made on Europe last year by the US Vice President JD Vance? Or would he be conciliatory?