Emergent Biological Capabilities in a Foundation Model for Molecular Interactions
Bonbon shows zero-shot emergent capabilities across functional, residue and bond levels, generalizing to out-of-distribution complexes.
AI Research Radar
Wednesday, November 11: 1 frontier paper out of 437 read.
Frontier
Papers rated as moving the field
How we chooseThis week in research
Nov 5–11: 281 cleared, 15 frontier
- Security87◆ 2
- Agents44◆ 6
- Safety36◆ 4
- InferenceRising29
- Society23
- Robotics19◆ 2
- 4 moreScience, Reasoning, Training, ML18◆ 1
- Language14
- Vision11
- Security87◆ 2
- 8 moreSociety, Robotics, Language, Vision, Science, Reasoning, Training, ML85◆ 3
- Agents44◆ 6
- Safety36◆ 4
- InferenceRising29
Size: cleared papers◆ and tint: frontier papersRising beyond normal weekly swingInference rising: 4.2% → 10.3% of papers
Models under test
Papers this week that name the model
Labs publishing
Papers this week with an author at the lab
Also cleared
49 papers, by field
Agents10
- Agent Architecture Cost-Success Trade-offs: A Controlled Evaluation across Enterprise-Style SOPsAmazon
- ReTrace: Distilling Tool-Using Agents into Planner-Free WorkflowsAmazon
- Auditable Human-Agent Teams for Autonomous X-ray Experimentation
- From Questions to Decisions: Benchmarking How LLM Agents Acquire Decision-Relevant Information from Human Beings
- PegasusAI Studio: Legible Cyberinfrastructure and Accountable AI Agents for Scientific Workflows
All 10 papers in Agents
- DEPUTYBENCH: Evaluating Contextual Safety in Enterprise Agents
- Synapse-Control: Making Agent Experience Actionable with Lightweight Runtime Control
- BioXArena-Pro: a research-grade benchmark for autonomous biomedical machine learning agents
- What a CAGE 4 Score Measures: An Audit of a Learned Cyber-Defense Benchmark, Its Reference Defenders, and the Tables Built on Them
- Verifiable Agentic Traffic Class: A Policed Quality-of-Service Mechanism for Agentic AI Traffic, Evaluated from Simulation to Real-Kernel Adversarial Testing
Security & privacy9
- TERM: Target-Free Jailbreak Defense via Entropy-Guided Residual ModulationMicrosoft
- Location Matters: Sparse Latent-Variance Attacks for Face Privacy against Diffusion PersonalizationCode
- SetPrint: Black-Box LLM Fingerprinting via Setwise Correspondence of Response Changes
- MOAI: Module-Optimizing Architecture for non-interactive secure transformer Inference
- BypassGym: A Benchmark for Evaluating AI Agents' Endpoint Defense Evasion Capabilities
All 9 papers in Security & privacy
- Domain-Invariant and Language-Model-Assisted Acoustic Side-Channel Attacks on Keyboards
- From Attack Surface to Defense Architecture: Compositional Security for Agentic Coding Harnesses
- One Sequence Is Enough: Fingerprinting Language Models from Fixed-Length Integer Sequences
- MammothDP: Private Boosted Decision Trees Ready for Trusted Hardware and Leakage-free Hyperparameters
Language & speech8
- The Indic Token Tax in 2026: Measuring Tokenizer. Disparity and Its Cost for the Languages of IndiaCode
- A Multi-Word Tokenizer for 204 Languages That Needs Fewer Tokens Than GPT-4o's, Including on English
- Inherited Weights: Measuring the Tokenization Premium and the Sovereignty Cost of Language Models for the Global South
- IFRS Compliance Verification: An Open Multi-LLM Benchmark and Content-Conditioned Ensemble Classifier
- Walrus Technical Report
Inference & efficiency5
- Decode Token Parallelism: Memory-Efficient Distributed Attention Parallelism for Scalable LLM DecodingNVIDIA
- Placing LLM Lookup Tables by Per-Layer Prefetch DeadlinesMicrosoft
- ForeSpark: Joint Draft and Verification Budget Scheduling for Parallel Speculative DecodingMeta
- Swanada: Split-Encoder Capability-Routed Conformer CTC and Sub-30 MB On-Device Speech Recognition Across Twelve Scripts
- Can KV Cache Be Reused Across Model Updates? A DeepSeek-V4-Flash Case Study
Safety & alignment4
- AI Governance Should Prioritize Control and Knowledge Boundaries Over Limiting Intelligence
- Wrong the Same Way: Cross-Prompt Sharing Both Suppresses and Amplifies Reward Hacking in RLVR
- Transparency Disclosures for Chain-of-Thought Monitorability
- Auditing the Judge: Internal Signals for LLM Reasoning Assurance