SourceMar 8, 20262026-03-085 minVerified
Estimating Rankings via Pairwise LLM Comparisons and MCMC
Instead of long one-shot rankings, use pairwise LLM judgments and Bradley–Terry with Bayesian MCMC to estimate ranks and uncertainty.
What this topic covers
Humanoids, autonomy, and embodied AI.
Hub content is updated incrementally.
All Articles
SourceMar 8, 20262026-03-084 minVerified
Learnable Pixel Weights For Controllable Medical Diffusion Pipelines
Summarizes LAW: learnable per-pixel loss reweighting to address spatial imbalance in medical diffusion and segmentation, improving FID.
CommunityMar 8, 20262026-03-084 minVerified
When 4-Bit Quantization Beats FP16 Perplexity
Explain why 4-bit quantized models can show lower PPL than FP16, and outline a reproducible evaluation protocol.
CommunityMar 8, 20262026-03-085 minVerified
Why Custom Instructions Personas Drift Under Hierarchy
Model Spec’s chain of command can override custom instructions, causing persona and reasoning drift. Design priorities, exceptions, and fallbacks to improve reproducibility.
RoundupMar 7, 20262026-03-072 min
AI Resource Roundup (24h) - 2026-03-07
A curated link roundup from recently collected official updates and tech news.
CommunityMar 7, 20262026-03-074 minVerified
CAPTCHA Security Friction Tradeoffs In Real User Flows
Real-user data shows CAPTCHA time varies by context, while ML and relay attacks raise friction without guaranteed security gains.
SourceMar 7, 20262026-03-075 minVerified
Combustion Knowledgebase And QA Benchmark For LLM Pipelines
A 3.5B-token combustion knowledgebase and CombustionQA benchmark unify knowledge injection and evaluation into one pipeline.
SourceMar 7, 20262026-03-073 minVerified
Evaluating Zero-Shot MLLMs for Reliable Video Anomaly Alerts
Assesses zero-shot MLLMs for video anomaly detection, focusing on false alarms/misses, prompt specificity, 1–3s clips, and PR/F1 evaluation.
SourceMar 7, 20262026-03-073 minVerified
EVMbench Benchmarks Detect Patch And Exploit Agent Workflows
EVMbench evaluates agent smart-contract security across detection, patching with tests, and exploit attempts in a sandboxed EVM.
SourceMar 7, 20262026-03-074 minVerified
Gating Robot Autonomy Using Deep Perception Uncertainty Signals
SPIRIT uses deep perception uncertainty to gate shared autonomy, switching between semi-autonomous manipulation and haptic teleoperation.
CommunityMar 7, 20262026-03-074 minVerified
Designing Language for LLM Expectations and Verification
How to reduce anthropomorphism, overconfidence, and hallucinations by structuring work as claim-evidence-verification checklists.
SourceMar 7, 20262026-03-074 minVerified
LegalBench And Auditable Argumentation For Legal LLMs
How LegalBench evaluates legal LLM reasoning beyond accuracy, emphasizing justification and auditability through structured argumentation and governance.
SourceMar 7, 20262026-03-074 minVerified
Logi-PAR Adds Differentiable Rules to Clinical Activity Recognition
Logi-PAR (arXiv:2603.05184v1) integrates neural-guided differentiable rules into clinical PAR, enabling rule traces and counterfactual interventions.
SourceMar 7, 20262026-03-074 minVerified
Memory Admission Control for Reliable LLM Agents
A practical look at memory admission control for LLM agents, reducing long-term memory pollution while improving auditability and metrics.
SourceMar 7, 20262026-03-074 minVerified
Multimodal Clinical Reasoning Needs Controlled Evaluation, Not Scores
In multimodal clinical reasoning, reported gains don’t guarantee safety; prioritize controlled evaluation, grounding, and auditable failure modes.
CommunityMar 7, 20262026-03-074 minVerified
Why PDF-to-Excel Rankings Flip Across Input Methods
PDF-to-Excel results vary by upload limits and text vs visual parsing. Use structure metrics and fixed schemas for fair evaluation.
SourceMar 7, 20262026-03-074 minVerified
SOLID Diffusion Learns Fields from Sparse Moving Sensors
SOLID proposes mask-conditioned diffusion to learn/evaluate spatiotemporal fields from sparse moving sensors without dense ground truth, emphasizing calibrated uncertainty.
CommunityMar 7, 20262026-03-075 minVerified
Tradeoffs Between Web Search and Reasoning Modes
How web search and reasoning modes trade off accuracy, reproducibility, and latency—plus a simple test procedure to verify results yourself.
RoundupMar 6, 20262026-03-062 min
AI Resource Roundup (24h) - 2026-03-06
A curated link roundup from recently collected official updates and tech news.
CommunityMar 6, 20262026-03-064 minVerified
Designing AI Coding Quota Markets Under Terms Constraints
If/Then guide to AI coding quota marketplaces: structure roles, avoid key-transfer violations, and add SSDF-style verification.
CommunityMar 6, 20262026-03-065 minVerified
Designing Long-Form LLM Workflows Beyond Large Context Windows
For long policy reports, context and upload limits push chunked workflows that separate evidence retrieval from drafting, improving traceability and quality.
SourceMar 6, 20262026-03-064 minVerified
Designing Terminal-Native Coding Agents With Context Pipelines
A shift from IDE plugins to terminal-native CLI coding agents, highlighting AGENTS.md and context pipelines that shape reliability and verification loops.
SourceMar 6, 20262026-03-064 minVerified
Extreme 2-Bit Quantization Can Break LLM Generation
Study compares six post-training 2-bit methods on a Polish 11B LLM, highlighting gaps between benchmarks and generation stability.
SourceMar 6, 20262026-03-065 minVerified
Measuring Goal Drift in Long-Running AI Agents
Why single success rates fail for long-running agents, and how to measure goal drift, consistency, and governance stability in HAT.