It Just Takes Two: Scaling Amortized Inference to Large Sets
Amortized neural posterior estimation strategy decoupling inference to enable scaling to large observation sets beyond training memory constraints.
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Amortized neural posterior estimation strategy decoupling inference to enable scaling to large observation sets beyond training memory constraints.
HTN planning uses LLM-generated heuristics to improve hierarchical task decomposition search efficiency beyond classical planning baselines.
Quotient semivalue mechanism defends Shapley/Banzhaf data valuation against false-name manipulation via pseudonymous identity clustering.
Universal Semi-Supervised Learning framework addresses arbitrary unlabeled data distributions using simplex-anchored structural inference beyond pseudo-labeling.
Neural scaling laws show limited cross-domain invariance; proposes methods to transport laws from source domains to reduce expensive sweeps on new tasks.
Anthropic & Neuronpedia release Natural Language Autoencoders (NLA) to interpret Gemma 3 27B's internal activations via learned encoder-decoder LLM pairs.
AI startup Pit is led by the cofounders of European scooter giant Voi and backed by a16z, which is leading the startup’s $16 million seed round.
EU Claude Pro subscriber reports undisclosed usage limits may violate consumer protection law; claims misleading marketing on Anthropic's pricing page.
**Postmortem: Alien Pinball — built with Claude + ChatGPT + Suno + LittleJS** Just shipped a browser pinball game. Short writeup of the AI workflow in case it's useful here. **The game** — Full physics pinball: multiball, an A-L-I-E-N rollover multiplier (caps at 5x), skill…
Lightweight asymmetric neural codec for compressing multi-modal sensor data on bandwidth-constrained edge devices.
Mechanistic analysis traces attention sink phenomenon to variance discrepancy in value aggregation and FFN super-neuron activation.
BRICKS proposes neural surrogate models for radiation-matter interactions using Riemannian Flow Matching on hybrid discrete-continuous transformers.
Theoretical analysis connecting GNN encoder geometry to Graph Edit Distance estimation quality in neural graph matching.
NeuroAgent automates heterogeneous neuroimaging preprocessing and analysis via LLM-driven agentic framework coordinating modality-specific toolchains.
GRL-Safety benchmark evaluates robustness of graph neural networks under deployment stress (distribution shift, label scarcity, structural adversaries).
SNAPO embeds differentiable neural policy in simulator for optimal control, balancing sequential decision-making with sensitivity analysis.
Theoretical analysis of orthogonal weight initialization in deep networks using finite-width corrections and layer-wise tensor recursion.
Distributed deep learning depends on fast, reliable GPU-to-GPU communication using the NVIDIA Collective Communication Library (NCCL). When training slows down,... Distributed deep learning depends on fast, reliable GPU-to-GPU communication using the NVIDIA Collective…
Satirical Reddit post imagining EU-regulated Claude with regulatory taxes and compliance overhead.
I sat down in the Musk v. Altman trial courtroom today, painfully aware that no one was going to ask Shivon Zilis the question on everyone's minds: Girl, what the fuck are you doing? Zilis, who testified under oath that she is the mother of four of Musk's children, was… what's…
Manifold steering interventions causally link neural activation geometry to model behavior via structured representation space.
Fully convolutional neural network for chemical-mechanical polishing modeling in IC manufacturing using white light interferometry.
Empirical study finds predictive neural encoders systematically fail to learn causal representations, achieving 49% causal fidelity despite high prediction accuracy across 2695 configurations.
Graph-SND: sparse-graph generalization of System Neural Diversity metric for multi-agent RL, reducing quadratic-time computation to O(|E|) with unbiased estimation.
Geometric continuity in deep networks explained by residual connections and symmetry-breaking nonlinearities coordinating weight updates across layers.
Neuro-symbolic system combining LLM parser with automated theorem prover for syllogistic reasoning in SemEval-2026 Task 11.
A month ago, there was a post that shows that Claude couldn't access its own memory: [https://www.reddit.com/r/ClaudeAI/comments/1seune4/claude\_cheated\_at\_a\_number\_guessing\_game\_got/](https://www.reddit.com/r/ClaudeAI/comments/1seune4/claude_cheated_at_a_number_guessing_g…
QyTw0, the Finnish AI lab founded by former AMD Silo AI CEO Peter Sarlin, is now valued at €325 million (approximately $380 million) after raising a €25 million angel round ($29 million). It's a sign of enduring tailwinds for AI, quantum computing, and sovereign tech…
Reddit discussion about NeurIPS submission volume potentially exceeding 40k submissions.
Hallucination detection method bridges implicit neural uncertainty and explicit self-judgments via label constraint modeling for improved reliability.