Quantum transformers can be intrinsically interpretable through mutual information analysis. We prove entanglement drives computation via ablation on real quantum hardware, offering physics-grounded interpretability insights unavailable in classical AI.

#QuantumML #Interpretability #Research

The Intrinsic Dimension of Prompts in Internal Representations of Large Language Models

Karthik Viswanathan, Yuri Gardinazzi, Giada Panerai, Alberto Cazzaniga, Matteo Biagetti

Action editor: Zachary Charles

https://openreview.net/forum?id=rBEgNAslpY

#softmax #interpretability

Did you know you can locate a LLM's "refusal vector" by analyzing residual streams? Abraham et al. (2023) showed that steering a model toward this specific direction triggers refusals, regardless of the prompt. What other latent traits can we isolate? #LLM #Interpretability

"Three techniques for making machine learning model predictions interpretable: SHAP, LIME, Integrated Gradients. Each method offers unique strengths for explaining model behavior. #MachineLearning #Interpretability #DataScience"

AI monitors now police rogue agents with probes & chain-of-thought detection. #AI #AISafety #AIAgents #Observability #Interpretability #SecurityNews https://thedailytechfeed.com/how-more-ai-is-becoming-the-answer-to-rogue-agents/

Can a “deception” label explain what an AI will do next? CHIVE puts interpretability claims to the test.

#AI #AIResearch #Interpretability https://spaisee.com/article/chive-s-warning-seeing-inside-a-model-is-not-the-same-as-explaining-it

Clarity: The Flexibility-Interpretability Trade-Off in Sparsity-aware Concept Bottleneck Models

Konstantinos P. Panousis, Diego Marcos

Action editor: Dmitry Kangin

https://openreview.net/forum?id=IyQEQBRR4M

#interpretability #bottleneck #learned

Novel workflow makes quantum machine learning interpretable by unfolding complex-valued neural networks into explicit formulas, enabling analysis of how quantum density matrices are processed through pruning, analytic readout, and symbolic rewriting stages.

#QuantumML #Interpretability #Research

Predicting Chain-of-Thought Correctness from Trajectory Geometry

Arjun Balaji

Action editor: Aditya Menon

https://openreview.net/forum?id=H9cBkEqVeY

#interpretability #accuracy #traces

DIMENSION DOMAIN CO-DECOMPOSITION: SOLVING PDES WITH INTERPRETABILITY

Shuyuan Shang, Ming Zhong, Ren Wang

Action editor: Yunbo Wang

https://openreview.net/forum?id=kuzkynVyRq

#decomposition #dimensional #interpretability

We are at #ECMLPKDD '26 presenting our work on #HDC anomaly detectors, #explainability for autonomous vessels and weakly supervised object #localization. We also gave a tutorial on the evolution of #interpretability methods.

Want to more? get in touch

#AI #ML #XAI #UAntwerp

1/🚨 New paper #emnlp2026

Do multilingual #LLMs work in English? It depends on how you ask. In "Lingua Franca or Probing Artifact?", we probe the same hidden states with three latent language identification methods and get different answers. 🧵👇

#interpretability #NLProc

The tutorial covered methods from the early days of deep learning, passing through conternporary mechanistic interpretability and more, state-of-the-art compositional approaches.

#interpretability #mechinterp #compinterp #compositionality #xai #AI #ML #AIMLAI #ECMLPKDD

This year's edition of #AIMLAI at #ECMLPKDD 2026 is on.
This morning we had a tutorial "On the Evoluion of Interpretability Methods" given together with my collaborators @thomasdooms, Ward Gauderis and Geraint Wiggins.

#interpretability #mechinterp #compinterp #xai #AI #ML

Did you know about the "Activation Addition" technique from 2023? You can steer model behavior by adding a specific steering vector directly to the residual stream during a forward pass—bypassing the need for re-training or fine-tuning. #Interpretability #LLM

New research reveals how LLMs "bluff" isn't random—it's a geometric axis storing their statistical priors. This #AIResearch #MachineLearning #LLMs #Interpretability

https://synapseglass.wordpress.com/2026/09/05/language-models-reveal-ignorance-through-geometric-prior-direction/