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Tag: cs.LG

GameSmith: Scaling Zero-Sum Self-Play with Synthesised Games

GameSmith: Scaling Zero-Sum Self-Play with Synthesised Games

October 14, 2026

[Submitted on 26 Sep 2026] View PDF HTML (experimental) Abstract:Post-training large language models (LLMs) on two-player zero-sum games provides a…

ManifoldFlow: Spectrum-Learnable Stiefel Optimization via SPD Relaxation

ManifoldFlow: Spectrum-Learnable Stiefel Optimization via SPD Relaxation

October 14, 2026

[Submitted on 5 Jul 2026 (v1), last revised 11 Oct 2026 (this version, v3)] View PDF HTML (experimental) Abstract:Orthogonal and…

SEEK: Agentic Knowledge Graph Retrieval for Secure Code Generation

SEEK: Agentic Knowledge Graph Retrieval for Secure Code Generation

October 14, 2026

[Submitted on 10 Oct 2026] View PDF HTML (experimental) Abstract:Large Language Models (LLMs) can generate functionally correct code while introducing…

Perfect Reconstruction Cannot Show Whether Two Codebooks on a VAE’s Latent Space Agree

Perfect Reconstruction Cannot Show Whether Two Codebooks on a VAE’s Latent Space Agree

October 14, 2026

[Submitted on 29 Sep 2026] View PDF HTML (experimental) Abstract:Many systems read the latent space of a variational autoencoder (VAE)…

Splicing Hints into Reasoning Traces: Learning from Demonstrator Failures

Splicing Hints into Reasoning Traces: Learning from Demonstrator Failures

October 14, 2026

[Submitted on 26 Sep 2026] View PDF HTML (experimental) Abstract:Reinforcement learning with verifiable rewards improves mathematical reasoning when a final…

Enhanced Trading Systems with Intelligent Market Analysis

Enhanced Trading Systems with Intelligent Market Analysis

October 14, 2026

Bibliographic Tools Bibliographic and Citation Tools Bibliographic Explorer Toggle Code, Data, Media Code, Data and Media Associated with this Article…

What Can Language Models Inherit from Solomonoff Induction? Limits, Attainable Properties, and What Served Conditionals Reveal

What Can Language Models Inherit from Solomonoff Induction? Limits, Attainable Properties, and What Served Conditionals Reveal

October 14, 2026

[Submitted on 28 Sep 2026] View PDF HTML (experimental) Abstract:A familiar line of reasoning runs as follows: language models are…

Mode Collapse of Mean-Field Variational Inference

Mode Collapse of Mean-Field Variational Inference

October 14, 2026

[Submitted on 20 Oct 2025 (v1), last revised 12 Oct 2026 (this version, v2)] View PDF HTML (experimental) Abstract:Mean-field variational…

Predict Before You Modify: Learning Improvement Dynamics for Self-Evolving Agents

Predict Before You Modify: Learning Improvement Dynamics for Self-Evolving Agents

October 14, 2026

[Submitted on 26 Sep 2026] View PDF HTML (experimental) Abstract:Self-evolving agents improve through repeated cycles of modification and evaluation. However,…

When Post-Processing Fairness Constraints Help and When They Harm: Evidence from Eight Cross-Domain Evaluations

When Post-Processing Fairness Constraints Help and When They Harm: Evidence from Eight Cross-Domain Evaluations

October 14, 2026

[Submitted on 22 Sep 2026 (v1), last revised 10 Oct 2026 (this version, v4)] View PDF Abstract:Fairness audits in production…

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