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Reflective Empiricism: Bias Reflection and Introspection as a Scientific Method

arXiv:2504.12310v2 Announce Type: replace Abstract: This paper introduces Reflective Empiricism, an extension of empirical science that incorporates subjective perception and consciousness processes as equally valid sources of knowledge. It views reality as an interplay of subjective experience and objective laws, comprehensible only through systematic introspection, bias reflection, and premise-based logical-explorative modeling. This approach overcomes paradigmatic blindness arising from...

arXiv Physics 1d ago

Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization

arXiv:2603.18388v2 Announce Type: replace Abstract: Automatic prompt optimization (APO) has emerged as a powerful paradigm for improving LLM performance without manual prompt engineering. Reflective APO methods such as GEPA iteratively refine prompts by diagnosing failure cases, but the optimization process remains black-box and label-free, leading to uninterpretable trajectories and systematic failure. We identify and empirically demonstrate four limitations: on GSM8K with a defective seed,...

arXiv CS 1d ago

Ref-DGS: Reflective Dual Gaussian Splatting

arXiv:2603.07664v3 Announce Type: replace Abstract: The reflective appearance, especially strong and typically near-field specular reflections, poses a fundamental challenge for accurate surface reconstruction and novel view synthesis. Existing Gaussian splatting methods either fail to model near-field specular reflections or rely on explicit ray tracing at substantial computational cost. We present \textbf{Ref-DGS}, a reflective dual Gaussian splatting framework that addresses this...

arXiv CS 7d ago

Connecting the Dots: Benchmarking Reflective Memory in Long-Horizon Dialogue

arXiv:2606.01223v1 Announce Type: new Abstract: Despite substantial progress in long-context modeling, existing benchmarks remain confined to factual memory for explicit recall, failing to measure the reflective memory required to synthesize fragmented, multimodal cues into high-level interpretations. To address this gap, we introduce RefMem-Bench, a benchmark for reflective memory in long-horizon dialogue. RefMem-Bench contains 26K annotated QA instances with eight reflective-memory...

arXiv CS 8d ago

Trump’s Reflecting Pool repairs won’t fix a major underlying problem that could ruin the new blue look: report

Trump’s Reflecting Pool repairs won’t fix a major underlying problem that could ruin the new blue look: report The $13.1M, no-bid renovation of the Lincoln Memorial Reflecting Pool doesn’t address its leaky plumbing system - Bookmark - CommentsGo to comments President Donald Trump's budget-busting, $13.1 million project to spruce up the Lincoln Memorial Reflecting Pool won't fix a major problem — and could leave its new "American flag blue" basin covered in green slime, according to a...

The Independent World 9d ago

Trump shows farmers printed pictures of his reflecting pool project during rambling roundtable event

Trump shows farmers printed pictures of his reflecting pool project during rambling roundtable event Trump boasted about the size of the newly renovated Lincoln Memorial reflecting pool in a rally-style roundtable event - Bookmark - CommentsGo to comments President Donald Trump traveled to Wisconsin for a roundtable event where he rambled through his administration’s agenda and showed farmers printed pictures of his Lincoln Memorial reflecting pool project. Despite the Chippewa Falls event...

The Independent World 4d ago

Reflection Separation from a Single Image via Joint Latent Diffusion

Announce Type: new Abstract: Single-image reflection separation is highly challenging under extreme conditions like glare or weak reflections. Existing methods often struggle to recover both layers in glare or weak-reflection scenarios because of insufficient information. This paper presents a diffusion model explicitly fine-tuned for this task, leveraging generative diffusion priors for robust separation.

arXiv CS 6d ago

Self-Reflective Generation at Test Time

arXiv:2510.02919v2 Announce Type: replace Abstract: Large language models (LLMs) increasingly solve complex reasoning tasks via long chain-of-thought, but their forward-only autoregressive generation process is fragile; early token errors can cascade, which creates a clear need for self-reflection mechanisms. However, existing self-reflection either performs revisions over full drafts or learns self-correction via expensive training, both fundamentally reactive and inefficient. To address...

arXiv CS 9d ago

Trump says Reflecting Pool project is complete, but basin remains empty

Trump says Reflecting Pool project is complete, but basin remains empty Trump stated the work to paint the shallow basin a deep ‘American flag blue’ was finished on Wednesday - Bookmark - CommentsGo to comments The Lincoln Memorial Reflecting Pool has completed its renovation under Donald Trump's administration and is slated to be filled with water in the coming days. While Trump stated the work to paint the shallow basin a deep "American flag blue" was finished on Wednesday, and a court...

The Independent World 6d ago

SEC defends Musk settlement over Twitter, saying it reflects 'compromises'

SEC defends Musk settlement over Twitter, saying it reflects 'compromises' June 1 : The U.S. Securities and Exchange Commission defended its settlement with Elon Musk over his purchase of Twitter shares, saying it reflected "compromises" and was not tainted by collusion, after the judge overseeing the case said the accord raised "red flags." In a filing in the Washington, D.C. federal court, the SEC also said in a footnote that the settlement if approved will allow Musk to publicly deny its...

Channel News Asia 8d ago