Emanuel Tewolde is presenting our CoopEval work at ICML on Wednesday 10:30am session (or catch him at the alignment workshop today)! presentation: icml.cc/virtual/2026... arXiv: arxiv.org/abs/2604.15267
CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas arxiv.org
AI Weekly's analysis
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- CoopEval compares four cooperation mechanisms — repeated games, reputation, third-party mediators, and outcome-conditional contracts — applied to LLM agents.
- The authors report that LLMs with stronger reasoning capabilities behave less cooperatively in mixed-motive games, not more.
- Contracting and mediation worked best for capable models, while repetition-based cooperation deteriorated when co-players changed.
Read full analysis →
Emanuel Tewolde is presenting our CoopEval work at ICML on Wednesday 10:30am session (or catch him at the alignment workshop today)! presentation: icml.cc/virtual/2026... arXiv: arxiv.org/abs/2604.15267
ICML Poster CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas icml.cc
AI Weekly's analysis
→
- CoopEval evaluates LLM agents across four social dilemmas layered with four cooperation-sustaining mechanisms: repetition, reputation, mediation, and contracting.
- Contracting scored 0.801 and mediation 0.695 on a normalized cooperation scale, ahead of repetition at 0.587 and both reputation variants.
- Repetition-based cooperation broke down when co-players changed, while higher optimization pressure amplified the effectiveness of all four mechanisms.
Read full analysis →
Today (Korea time) at ICML in the 5pm session, Vijay Keswani is presenting our position paper "We Need Practical AI Alignment Methods that Mirror Human Reasoning!" presentation: icml.cc/virtual/2026... paper: openreview.net/pdf/a895d4cf...
ICML Poster Position: We Need Practical AI Alignment Methods that Mirror Human Reasoning icml.cc
Today (Korea time) at ICML in the 5pm session, Vijay Keswani is presenting our position paper "We Need Practical AI Alignment Methods that Mirror Human Reasoning!" presentation: icml.cc/virtual/2026... paper: openreview.net/pdf/a895d4cf...
openreview.net
Our recursive joint simulation paper (w/ Vojta and Caspar) has been accepted to Synthese! TLDR: When players in a game run a simulation of themselves (incl. further subsimulations), that's equivalent to an infinitely repeated game and so allows cooperation (folk theorems). arx…
Recursive Joint Simulation in Games arxiv.org
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